Upload folder using huggingface_hub

2024-06-10/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/config.yaml

@@ -0,0 +1,91 @@
+name: pytorch_generate
+backend:
+  name: pytorch
+  version: 2.3.0+cu121
+  _target_: optimum_benchmark.backends.pytorch.backend.PyTorchBackend
+  task: null
+  library: 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: {}
+  hub_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
+  latency: true
+  memory: 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
+  start_method: spawn
+environment:
+  cpu: ' AMD EPYC 7R32'
+  cpu_count: 16
+  cpu_ram_mb: 66697.29792
+  system: Linux
+  machine: x86_64
+  platform: Linux-5.10.217-205.860.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: 0.2.1
+  optimum_benchmark_commit: null
+  transformers_version: 4.42.0.dev0
+  transformers_commit: 25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5
+  accelerate_version: 0.32.0.dev0
+  accelerate_commit: null
+  diffusers_version: null
+  diffusers_commit: null
+  optimum_version: 1.21.0.dev0
+  optimum_commit: null
+  timm_version: 0.9.16
+  timm_commit: null
+  peft_version: 0.11.2.dev0
+  peft_commit: null

2024-06-10/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmpmdf92j8j/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmpmdf92j8j/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmpmdf92j8j/commit\=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5
+    - hydra.run.dir=_benchmark/tmpmdf92j8j/commit\=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/${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/tmpmdf92j8j/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/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

2024-06-10/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/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

2024-06-10/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark.json

@@ -0,0 +1,443 @@
+{
+    "config": {
+        "name": "pytorch_generate",
+        "backend": {
+            "name": "pytorch",
+            "version": "2.3.0+cu121",
+            "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+            "task": "text-generation",
+            "library": "transformers",
+            "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": {},
+            "hub_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,
+            "latency": true,
+            "memory": 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",
+            "start_method": "spawn"
+        },
+        "environment": {
+            "cpu": " AMD EPYC 7R32",
+            "cpu_count": 16,
+            "cpu_ram_mb": 66697.29792,
+            "system": "Linux",
+            "machine": "x86_64",
+            "platform": "Linux-5.10.217-205.860.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": "0.2.1",
+            "optimum_benchmark_commit": null,
+            "transformers_version": "4.42.0.dev0",
+            "transformers_commit": "25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5",
+            "accelerate_version": "0.32.0.dev0",
+            "accelerate_commit": null,
+            "diffusers_version": null,
+            "diffusers_commit": null,
+            "optimum_version": "1.21.0.dev0",
+            "optimum_commit": null,
+            "timm_version": "0.9.16",
+            "timm_commit": null,
+            "peft_version": "0.11.2.dev0",
+            "peft_commit": null
+        }
+    },
+    "report": {
+        "prefill": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1723.301888,
+                "max_global_vram": 6793.199616,
+                "max_process_vram": 0.0,
+                "max_reserved": 6146.752512,
+                "max_allocated": 5034.576896
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 0.04076508712768555,
+                "mean": 0.020382543563842774,
+                "stdev": 0.0007646236419677731,
+                "p50": 0.020382543563842774,
+                "p90": 0.02099424247741699,
+                "p95": 0.02107070484161377,
+                "p99": 0.021131874732971193,
+                "values": [
+                    0.021147167205810547,
+                    0.019617919921875
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 343.43113155011315
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "decode": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1723.379712,
+                "max_global_vram": 6795.296768,
+                "max_process_vram": 0.0,
+                "max_reserved": 6148.849664,
+                "max_allocated": 5034.577408
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 4.85029150390625,
+                "mean": 2.425145751953125,
+                "stdev": 0.008099121093749995,
+                "p50": 2.425145751953125,
+                "p90": 2.431625048828125,
+                "p95": 2.4324349609375,
+                "p99": 2.433082890625,
+                "values": [
+                    2.417046630859375,
+                    2.433244873046875
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 52.3679865004892
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "per_token": {
+            "memory": null,
+            "latency": {
+                "unit": "s",
+                "count": 253,
+                "total": 4.849364982604982,
+                "mean": 0.019167450524130356,
+                "stdev": 0.001259601118010216,
+                "p50": 0.01899622344970703,
+                "p90": 0.019580928802490235,
+                "p95": 0.019634585952758788,
+                "p99": 0.019947479553222656,
+                "values": [
+                    0.021135360717773437,
+                    0.01902899169921875,
+                    0.0188538875579834,
+                    0.01884569549560547,
+                    0.018912256240844725,
+                    0.018852863311767578,
+                    0.018897920608520507,
+                    0.018911231994628908,
+                    0.01886617660522461,
+                    0.018890752792358398,
+                    0.018881536483764647,
+                    0.01887129592895508,
+                    0.018873344421386717,
+                    0.01886720085144043,
+                    0.018913280487060546,
+                    0.019179519653320314,
+                    0.019162111282348633,
+                    0.018896896362304686,
+                    0.018990079879760743,
+                    0.019382272720336914,
+                    0.019591167449951173,
+                    0.018919424057006837,
+                    0.018905088424682616,
+                    0.018877439498901367,
+                    0.01887129592895508,
+                    0.018928640365600585,
+                    0.018893823623657227,
+                    0.01887129592895508,
+                    0.01886412811279297,
+                    0.018936832427978514,
+                    0.018891775131225585,
+                    0.018900991439819336,
+                    0.018923519134521484,
+                    0.018921472549438476,
+                    0.018926591873168946,
+                    0.01887948799133301,
+                    0.018966527938842775,
+                    0.018900991439819336,
+                    0.01889587211608887,
+                    0.01883033561706543,
+                    0.018861055374145508,
+                    0.018873344421386717,
+                    0.01883545684814453,
+                    0.01885491180419922,
+                    0.018888704299926756,
+                    0.01883443260192871,
+                    0.01883545684814453,
+                    0.01885593605041504,
+                    0.01887129592895508,
+                    0.01887539291381836,
+                    0.019124223709106446,
+                    0.01926246452331543,
+                    0.019975168228149414,
+                    0.01909350395202637,
+                    0.018749439239501953,
+                    0.018844671249389648,
+                    0.019014656066894533,
+                    0.01903718376159668,
+                    0.018991104125976564,
+                    0.018972671508789063,
+                    0.01900441551208496,
+                    0.018980863571166993,
+                    0.018982912063598634,
+                    0.018946048736572265,
+                    0.01902899169921875,
+                    0.018997247695922852,
+                    0.018829376220703124,
+                    0.01893574333190918,
+                    0.018958335876464845,
+                    0.01900851249694824,
+                    0.01898700714111328,
+                    0.01901158332824707,
+                    0.018981887817382814,
+                    0.018974720001220705,
+                    0.01903308868408203,
+                    0.01900032043457031,
+                    0.019086336135864256,
+                    0.0188221435546875,
+                    0.01883647918701172,
+                    0.01902592086791992,
+                    0.019147775650024415,
+                    0.019019775390625,
+                    0.019009536743164062,
+                    0.0190894718170166,
+                    0.01899616050720215,
+                    0.018997247695922852,
+                    0.018938880920410156,
+                    0.018815999984741212,
+                    0.018971647262573242,
+                    0.018940927505493164,
+                    0.018844671249389648,
+                    0.01881088066101074,
+                    0.018975744247436522,
+                    0.01901055908203125,
+                    0.01899622344970703,
+                    0.019359743118286133,
+                    0.019581951141357423,
+                    0.019569664001464843,
+                    0.01898700714111328,
+                    0.018993183135986327,
+                    0.01903919982910156,
+                    0.01903104019165039,
+                    0.018984960556030273,
+                    0.019221567153930665,
+                    0.01953171157836914,
+                    0.019083263397216797,
+                    0.019096576690673828,
+                    0.01901260757446289,
+                    0.018997247695922852,
+                    0.018949119567871094,
+                    0.018952192306518553,
+                    0.01901055908203125,
+                    0.018998271942138673,
+                    0.019021823883056642,
+                    0.01905254364013672,
+                    0.0190382080078125,
+                    0.019519487380981446,
+                    0.019512319564819337,
+                    0.019577856063842772,
+                    0.018991104125976564,
+                    0.018963455200195312,
+                    0.019001344680786132,
+                    0.018985984802246093,
+                    0.018938880920410156,
+                    0.018941951751708985,
+                    0.018969600677490234,
+                    0.038586368560791014,
+                    0.018783231735229493,
+                    0.018768896102905275,
+                    0.018869247436523438,
+                    0.018779136657714843,
+                    0.018868223190307617,
+                    0.0188272647857666,
+                    0.01881292724609375,
+                    0.018770944595336913,
+                    0.01883443260192871,
+                    0.018865152359008788,
+                    0.01881395149230957,
+                    0.018908159255981445,
+                    0.018888736724853517,
+                    0.018698207855224608,
+                    0.018932735443115235,
+                    0.018873344421386717,
+                    0.01884160041809082,
+                    0.018844671249389648,
+                    0.01886617660522461,
+                    0.01884774398803711,
+                    0.01881292724609375,
+                    0.01882111930847168,
+                    0.018884607315063476,
+                    0.01883750343322754,
+                    0.01863680076599121,
+                    0.018740224838256835,
+                    0.01880985641479492,
+                    0.018923519134521484,
+                    0.018865152359008788,
+                    0.018880512237548826,
+                    0.019098623275756836,
+                    0.019495935440063478,
+                    0.019430400848388672,
+                    0.0194201602935791,
+                    0.019352575302124024,
+                    0.018844671249389648,
+                    0.018856960296630858,
+                    0.01886207962036133,
+                    0.018899967193603515,
+                    0.018918399810791017,
+                    0.018880512237548826,
+                    0.018918399810791017,
+                    0.018899967193603515,
+                    0.01883340835571289,
+                    0.018811904907226562,
+                    0.018851839065551757,
+                    0.018886655807495118,
+                    0.018918399810791017,
+                    0.018933759689331055,
+                    0.01885081672668457,
+                    0.018944000244140623,
+                    0.018851839065551757,
+                    0.019364864349365234,
+                    0.019388416290283202,
+                    0.019338239669799806,
+                    0.018917375564575196,
+                    0.019721216201782226,
+                    0.01963520050048828,
+                    0.019580928802490235,
+                    0.019555328369140625,
+                    0.019573759078979493,
+                    0.01942937660217285,
+                    0.019629056930541993,
+                    0.01959219169616699,
+                    0.01963929557800293,
+                    0.019591167449951173,
+                    0.01966592025756836,
+                    0.019554304122924804,
+                    0.019611648559570313,
+                    0.019596288681030274,
+                    0.01970790481567383,
+                    0.019647487640380858,
+                    0.01992192077636719,
+                    0.019148799896240236,
+                    0.01904025650024414,
+                    0.019009536743164062,
+                    0.019083263397216797,
+                    0.019491840362548828,
+                    0.019116031646728517,
+                    0.01904844856262207,
+                    0.019013631820678712,
+                    0.01905356788635254,
+                    0.01943244743347168,
+                    0.019501056671142578,
+                    0.019361791610717775,
+                    0.019388416290283202,
+                    0.01905766487121582,
+                    0.01941606330871582,
+                    0.019543039321899415,
+                    0.019086336135864256,
+                    0.019070976257324217,
+                    0.019615743637084963,
+                    0.019373056411743163,
+                    0.019321855545043946,
+                    0.01900441551208496,
+                    0.019280895233154297,
+                    0.01962188720703125,
+                    0.019689472198486328,
+                    0.019589120864868165,
+                    0.019620864868164063,
+                    0.019539968490600586,
+                    0.01963929557800293,
+                    0.01963417625427246,
+                    0.019696640014648437,
+                    0.01921023941040039,
+                    0.019139583587646485,
+                    0.01903513526916504,
+                    0.019165184020996092,
+                    0.019339263916015623,
+                    0.01927065658569336,
+                    0.019096576690673828,
+                    0.019042303085327148,
+                    0.01904332733154297,
+                    0.01906892776489258,
+                    0.0190248966217041,
+                    0.01901568031311035,
+                    0.01904332733154297,
+                    0.019090431213378906,
+                    0.019173376083374022,
+                    0.019132415771484376,
+                    0.01904844856262207,
+                    0.019076095581054688,
+                    0.019005439758300782,
+                    0.019309568405151366,
+                    0.019573759078979493,
+                    0.019580928802490235
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 52.17177937885252
+            },
+            "energy": null,
+            "efficiency": null
+        }
+    }
+}

2024-06-10/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark_config.json

@@ -0,0 +1,102 @@
+{
+    "name": "pytorch_generate",
+    "backend": {
+        "name": "pytorch",
+        "version": "2.3.0+cu121",
+        "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+        "task": "text-generation",
+        "library": "transformers",
+        "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": {},
+        "hub_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,
+        "latency": true,
+        "memory": 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",
+        "start_method": "spawn"
+    },
+    "environment": {
+        "cpu": " AMD EPYC 7R32",
+        "cpu_count": 16,
+        "cpu_ram_mb": 66697.29792,
+        "system": "Linux",
+        "machine": "x86_64",
+        "platform": "Linux-5.10.217-205.860.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": "0.2.1",
+        "optimum_benchmark_commit": null,
+        "transformers_version": "4.42.0.dev0",
+        "transformers_commit": "25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5",
+        "accelerate_version": "0.32.0.dev0",
+        "accelerate_commit": null,
+        "diffusers_version": null,
+        "diffusers_commit": null,
+        "optimum_version": "1.21.0.dev0",
+        "optimum_commit": null,
+        "timm_version": "0.9.16",
+        "timm_commit": null,
+        "peft_version": "0.11.2.dev0",
+        "peft_commit": null
+    }
+}

2024-06-10/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark_report.json

@@ -0,0 +1,339 @@
+{
+    "prefill": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1723.301888,
+            "max_global_vram": 6793.199616,
+            "max_process_vram": 0.0,
+            "max_reserved": 6146.752512,
+            "max_allocated": 5034.576896
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 0.04076508712768555,
+            "mean": 0.020382543563842774,
+            "stdev": 0.0007646236419677731,
+            "p50": 0.020382543563842774,
+            "p90": 0.02099424247741699,
+            "p95": 0.02107070484161377,
+            "p99": 0.021131874732971193,
+            "values": [
+                0.021147167205810547,
+                0.019617919921875
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 343.43113155011315
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "decode": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1723.379712,
+            "max_global_vram": 6795.296768,
+            "max_process_vram": 0.0,
+            "max_reserved": 6148.849664,
+            "max_allocated": 5034.577408
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 4.85029150390625,
+            "mean": 2.425145751953125,
+            "stdev": 0.008099121093749995,
+            "p50": 2.425145751953125,
+            "p90": 2.431625048828125,
+            "p95": 2.4324349609375,
+            "p99": 2.433082890625,
+            "values": [
+                2.417046630859375,
+                2.433244873046875
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 52.3679865004892
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "per_token": {
+        "memory": null,
+        "latency": {
+            "unit": "s",
+            "count": 253,
+            "total": 4.849364982604982,
+            "mean": 0.019167450524130356,
+            "stdev": 0.001259601118010216,
+            "p50": 0.01899622344970703,
+            "p90": 0.019580928802490235,
+            "p95": 0.019634585952758788,
+            "p99": 0.019947479553222656,
+            "values": [
+                0.021135360717773437,
+                0.01902899169921875,
+                0.0188538875579834,
+                0.01884569549560547,
+                0.018912256240844725,
+                0.018852863311767578,
+                0.018897920608520507,
+                0.018911231994628908,
+                0.01886617660522461,
+                0.018890752792358398,
+                0.018881536483764647,
+                0.01887129592895508,
+                0.018873344421386717,
+                0.01886720085144043,
+                0.018913280487060546,
+                0.019179519653320314,
+                0.019162111282348633,
+                0.018896896362304686,
+                0.018990079879760743,
+                0.019382272720336914,
+                0.019591167449951173,
+                0.018919424057006837,
+                0.018905088424682616,
+                0.018877439498901367,
+                0.01887129592895508,
+                0.018928640365600585,
+                0.018893823623657227,
+                0.01887129592895508,
+                0.01886412811279297,
+                0.018936832427978514,
+                0.018891775131225585,
+                0.018900991439819336,
+                0.018923519134521484,
+                0.018921472549438476,
+                0.018926591873168946,
+                0.01887948799133301,
+                0.018966527938842775,
+                0.018900991439819336,
+                0.01889587211608887,
+                0.01883033561706543,
+                0.018861055374145508,
+                0.018873344421386717,
+                0.01883545684814453,
+                0.01885491180419922,
+                0.018888704299926756,
+                0.01883443260192871,
+                0.01883545684814453,
+                0.01885593605041504,
+                0.01887129592895508,
+                0.01887539291381836,
+                0.019124223709106446,
+                0.01926246452331543,
+                0.019975168228149414,
+                0.01909350395202637,
+                0.018749439239501953,
+                0.018844671249389648,
+                0.019014656066894533,
+                0.01903718376159668,
+                0.018991104125976564,
+                0.018972671508789063,
+                0.01900441551208496,
+                0.018980863571166993,
+                0.018982912063598634,
+                0.018946048736572265,
+                0.01902899169921875,
+                0.018997247695922852,
+                0.018829376220703124,
+                0.01893574333190918,
+                0.018958335876464845,
+                0.01900851249694824,
+                0.01898700714111328,
+                0.01901158332824707,
+                0.018981887817382814,
+                0.018974720001220705,
+                0.01903308868408203,
+                0.01900032043457031,
+                0.019086336135864256,
+                0.0188221435546875,
+                0.01883647918701172,
+                0.01902592086791992,
+                0.019147775650024415,
+                0.019019775390625,
+                0.019009536743164062,
+                0.0190894718170166,
+                0.01899616050720215,
+                0.018997247695922852,
+                0.018938880920410156,
+                0.018815999984741212,
+                0.018971647262573242,
+                0.018940927505493164,
+                0.018844671249389648,
+                0.01881088066101074,
+                0.018975744247436522,
+                0.01901055908203125,
+                0.01899622344970703,
+                0.019359743118286133,
+                0.019581951141357423,
+                0.019569664001464843,
+                0.01898700714111328,
+                0.018993183135986327,
+                0.01903919982910156,
+                0.01903104019165039,
+                0.018984960556030273,
+                0.019221567153930665,
+                0.01953171157836914,
+                0.019083263397216797,
+                0.019096576690673828,
+                0.01901260757446289,
+                0.018997247695922852,
+                0.018949119567871094,
+                0.018952192306518553,
+                0.01901055908203125,
+                0.018998271942138673,
+                0.019021823883056642,
+                0.01905254364013672,
+                0.0190382080078125,
+                0.019519487380981446,
+                0.019512319564819337,
+                0.019577856063842772,
+                0.018991104125976564,
+                0.018963455200195312,
+                0.019001344680786132,
+                0.018985984802246093,
+                0.018938880920410156,
+                0.018941951751708985,
+                0.018969600677490234,
+                0.038586368560791014,
+                0.018783231735229493,
+                0.018768896102905275,
+                0.018869247436523438,
+                0.018779136657714843,
+                0.018868223190307617,
+                0.0188272647857666,
+                0.01881292724609375,
+                0.018770944595336913,
+                0.01883443260192871,
+                0.018865152359008788,
+                0.01881395149230957,
+                0.018908159255981445,
+                0.018888736724853517,
+                0.018698207855224608,
+                0.018932735443115235,
+                0.018873344421386717,
+                0.01884160041809082,
+                0.018844671249389648,
+                0.01886617660522461,
+                0.01884774398803711,
+                0.01881292724609375,
+                0.01882111930847168,
+                0.018884607315063476,
+                0.01883750343322754,
+                0.01863680076599121,
+                0.018740224838256835,
+                0.01880985641479492,
+                0.018923519134521484,
+                0.018865152359008788,
+                0.018880512237548826,
+                0.019098623275756836,
+                0.019495935440063478,
+                0.019430400848388672,
+                0.0194201602935791,
+                0.019352575302124024,
+                0.018844671249389648,
+                0.018856960296630858,
+                0.01886207962036133,
+                0.018899967193603515,
+                0.018918399810791017,
+                0.018880512237548826,
+                0.018918399810791017,
+                0.018899967193603515,
+                0.01883340835571289,
+                0.018811904907226562,
+                0.018851839065551757,
+                0.018886655807495118,
+                0.018918399810791017,
+                0.018933759689331055,
+                0.01885081672668457,
+                0.018944000244140623,
+                0.018851839065551757,
+                0.019364864349365234,
+                0.019388416290283202,
+                0.019338239669799806,
+                0.018917375564575196,
+                0.019721216201782226,
+                0.01963520050048828,
+                0.019580928802490235,
+                0.019555328369140625,
+                0.019573759078979493,
+                0.01942937660217285,
+                0.019629056930541993,
+                0.01959219169616699,
+                0.01963929557800293,
+                0.019591167449951173,
+                0.01966592025756836,
+                0.019554304122924804,
+                0.019611648559570313,
+                0.019596288681030274,
+                0.01970790481567383,
+                0.019647487640380858,
+                0.01992192077636719,
+                0.019148799896240236,
+                0.01904025650024414,
+                0.019009536743164062,
+                0.019083263397216797,
+                0.019491840362548828,
+                0.019116031646728517,
+                0.01904844856262207,
+                0.019013631820678712,
+                0.01905356788635254,
+                0.01943244743347168,
+                0.019501056671142578,
+                0.019361791610717775,
+                0.019388416290283202,
+                0.01905766487121582,
+                0.01941606330871582,
+                0.019543039321899415,
+                0.019086336135864256,
+                0.019070976257324217,
+                0.019615743637084963,
+                0.019373056411743163,
+                0.019321855545043946,
+                0.01900441551208496,
+                0.019280895233154297,
+                0.01962188720703125,
+                0.019689472198486328,
+                0.019589120864868165,
+                0.019620864868164063,
+                0.019539968490600586,
+                0.01963929557800293,
+                0.01963417625427246,
+                0.019696640014648437,
+                0.01921023941040039,
+                0.019139583587646485,
+                0.01903513526916504,
+                0.019165184020996092,
+                0.019339263916015623,
+                0.01927065658569336,
+                0.019096576690673828,
+                0.019042303085327148,
+                0.01904332733154297,
+                0.01906892776489258,
+                0.0190248966217041,
+                0.01901568031311035,
+                0.01904332733154297,
+                0.019090431213378906,
+                0.019173376083374022,
+                0.019132415771484376,
+                0.01904844856262207,
+                0.019076095581054688,
+                0.019005439758300782,
+                0.019309568405151366,
+                0.019573759078979493,
+                0.019580928802490235
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 52.17177937885252
+        },
+        "energy": null,
+        "efficiency": null
+    }
+}

2024-06-10/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/summary.json

@@ -0,0 +1,13 @@
+{
+    "model": "google/gemma-2b",
+    "commit": "25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5",
+    "config": "backend.cache_implementation=null,backend.torch_compile=False",
+    "metrics": {
+        "prefill.latency.mean": 0.020382543563842774,
+        "prefill.throughput.value": 343.43113155011315,
+        "decode.latency.mean": 2.425145751953125,
+        "decode.throughput.value": 52.3679865004892,
+        "per_token.latency.mean": 0.019167450524130356,
+        "per_token.throughput.value": 52.17177937885252
+    }
+}

2024-06-10/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/config.yaml

@@ -0,0 +1,91 @@
+name: pytorch_generate
+backend:
+  name: pytorch
+  version: 2.3.0+cu121
+  _target_: optimum_benchmark.backends.pytorch.backend.PyTorchBackend
+  task: null
+  library: 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: {}
+  hub_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
+  latency: true
+  memory: 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
+  start_method: spawn
+environment:
+  cpu: ' AMD EPYC 7R32'
+  cpu_count: 16
+  cpu_ram_mb: 66697.29792
+  system: Linux
+  machine: x86_64
+  platform: Linux-5.10.217-205.860.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: 0.2.1
+  optimum_benchmark_commit: null
+  transformers_version: 4.42.0.dev0
+  transformers_commit: 25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5
+  accelerate_version: 0.32.0.dev0
+  accelerate_commit: null
+  diffusers_version: null
+  diffusers_commit: null
+  optimum_version: 1.21.0.dev0
+  optimum_commit: null
+  timm_version: 0.9.16
+  timm_commit: null
+  peft_version: 0.11.2.dev0
+  peft_commit: null

2024-06-10/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmpmdf92j8j/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmpmdf92j8j/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmpmdf92j8j/commit\=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5
+    - hydra.run.dir=_benchmark/tmpmdf92j8j/commit\=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/${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/tmpmdf92j8j/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/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

2024-06-10/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/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

2024-06-10/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark.log

@@ -0,0 +1 @@
+[ISOLATED-PROCESS][2024-06-10 02:37:23,331][process][ERROR] - 	+ Sending traceback to main process

2024-06-10/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark_config.json

@@ -0,0 +1,102 @@
+{
+    "name": "pytorch_generate",
+    "backend": {
+        "name": "pytorch",
+        "version": "2.3.0+cu121",
+        "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+        "task": "text-generation",
+        "library": "transformers",
+        "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": {},
+        "hub_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,
+        "latency": true,
+        "memory": 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",
+        "start_method": "spawn"
+    },
+    "environment": {
+        "cpu": " AMD EPYC 7R32",
+        "cpu_count": 16,
+        "cpu_ram_mb": 66697.29792,
+        "system": "Linux",
+        "machine": "x86_64",
+        "platform": "Linux-5.10.217-205.860.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": "0.2.1",
+        "optimum_benchmark_commit": null,
+        "transformers_version": "4.42.0.dev0",
+        "transformers_commit": "25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5",
+        "accelerate_version": "0.32.0.dev0",
+        "accelerate_commit": null,
+        "diffusers_version": null,
+        "diffusers_commit": null,
+        "optimum_version": "1.21.0.dev0",
+        "optimum_commit": null,
+        "timm_version": "0.9.16",
+        "timm_commit": null,
+        "peft_version": "0.11.2.dev0",
+        "peft_commit": null
+    }
+}

2024-06-10/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/config.yaml

@@ -0,0 +1,91 @@
+name: pytorch_generate
+backend:
+  name: pytorch
+  version: 2.3.0+cu121
+  _target_: optimum_benchmark.backends.pytorch.backend.PyTorchBackend
+  task: null
+  library: 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: {}
+  hub_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
+  latency: true
+  memory: 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
+  start_method: spawn
+environment:
+  cpu: ' AMD EPYC 7R32'
+  cpu_count: 16
+  cpu_ram_mb: 66697.29792
+  system: Linux
+  machine: x86_64
+  platform: Linux-5.10.217-205.860.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: 0.2.1
+  optimum_benchmark_commit: null
+  transformers_version: 4.42.0.dev0
+  transformers_commit: 25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5
+  accelerate_version: 0.32.0.dev0
+  accelerate_commit: null
+  diffusers_version: null
+  diffusers_commit: null
+  optimum_version: 1.21.0.dev0
+  optimum_commit: null
+  timm_version: 0.9.16
+  timm_commit: null
+  peft_version: 0.11.2.dev0
+  peft_commit: null

2024-06-10/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmpmdf92j8j/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmpmdf92j8j/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmpmdf92j8j/commit\=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5
+    - hydra.run.dir=_benchmark/tmpmdf92j8j/commit\=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/${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/tmpmdf92j8j/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/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

2024-06-10/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/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

2024-06-10/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark.json

@@ -0,0 +1,443 @@
+{
+    "config": {
+        "name": "pytorch_generate",
+        "backend": {
+            "name": "pytorch",
+            "version": "2.3.0+cu121",
+            "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+            "task": "text-generation",
+            "library": "transformers",
+            "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": {},
+            "hub_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,
+            "latency": true,
+            "memory": 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",
+            "start_method": "spawn"
+        },
+        "environment": {
+            "cpu": " AMD EPYC 7R32",
+            "cpu_count": 16,
+            "cpu_ram_mb": 66697.29792,
+            "system": "Linux",
+            "machine": "x86_64",
+            "platform": "Linux-5.10.217-205.860.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": "0.2.1",
+            "optimum_benchmark_commit": null,
+            "transformers_version": "4.42.0.dev0",
+            "transformers_commit": "25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5",
+            "accelerate_version": "0.32.0.dev0",
+            "accelerate_commit": null,
+            "diffusers_version": null,
+            "diffusers_commit": null,
+            "optimum_version": "1.21.0.dev0",
+            "optimum_commit": null,
+            "timm_version": "0.9.16",
+            "timm_commit": null,
+            "peft_version": "0.11.2.dev0",
+            "peft_commit": null
+        }
+    },
+    "report": {
+        "prefill": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1749.438464,
+                "max_global_vram": 6793.199616,
+                "max_process_vram": 0.0,
+                "max_reserved": 6146.752512,
+                "max_allocated": 5036.936192
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 0.04539161682128906,
+                "mean": 0.02269580841064453,
+                "stdev": 0.00048652839660644556,
+                "p50": 0.02269580841064453,
+                "p90": 0.023085031127929687,
+                "p95": 0.02313368396759033,
+                "p99": 0.023172606239318848,
+                "values": [
+                    0.022209280014038085,
+                    0.023182336807250976
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 308.4269955643853
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "decode": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1749.454848,
+                "max_global_vram": 6793.199616,
+                "max_process_vram": 0.0,
+                "max_reserved": 6146.752512,
+                "max_allocated": 5036.936704
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 5.117288330078125,
+                "mean": 2.5586441650390626,
+                "stdev": 0.024914672851562347,
+                "p50": 2.5586441650390626,
+                "p90": 2.5785759033203126,
+                "p95": 2.5810673706054685,
+                "p99": 2.5830605444335935,
+                "values": [
+                    2.583558837890625,
+                    2.5337294921875
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 49.63566319041519
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "per_token": {
+            "memory": null,
+            "latency": {
+                "unit": "s",
+                "count": 253,
+                "total": 5.119621120452879,
+                "mean": 0.020235656602580556,
+                "stdev": 0.001533867494208121,
+                "p50": 0.019965951919555663,
+                "p90": 0.020746393966674805,
+                "p95": 0.021015961456298825,
+                "p99": 0.022081044692993154,
+                "values": [
+                    0.02123161506652832,
+                    0.021602304458618164,
+                    0.021316608428955077,
+                    0.020933631896972657,
+                    0.020817920684814452,
+                    0.020692991256713866,
+                    0.020976640701293944,
+                    0.020387840270996094,
+                    0.02122137641906738,
+                    0.022599679946899414,
+                    0.021312511444091797,
+                    0.020941823959350587,
+                    0.02068992042541504,
+                    0.020998144149780275,
+                    0.021396480560302734,
+                    0.020787200927734374,
+                    0.020999168395996092,
+                    0.020592639923095703,
+                    0.02092748832702637,
+                    0.02060492706298828,
+                    0.020434944152832032,
+                    0.020549631118774413,
+                    0.020603904724121092,
+                    0.020520959854125977,
+                    0.020527103424072265,
+                    0.020566015243530272,
+                    0.02145792007446289,
+                    0.02104115104675293,
+                    0.020730880737304686,
+                    0.020760576248168947,
+                    0.02067148780822754,
+                    0.020543487548828124,
+                    0.02064384078979492,
+                    0.02086604881286621,
+                    0.020963327407836914,
+                    0.02043801689147949,
+                    0.020616191864013672,
+                    0.020521984100341797,
+                    0.021222400665283202,
+                    0.020674560546875,
+                    0.020523008346557618,
+                    0.02078927993774414,
+                    0.020587488174438475,
+                    0.020396064758300782,
+                    0.021330911636352538,
+                    0.023147520065307618,
+                    0.020521984100341797,
+                    0.020196352005004883,
+                    0.019977216720581056,
+                    0.01993011283874512,
+                    0.019924991607666014,
+                    0.020246528625488282,
+                    0.02006118392944336,
+                    0.019952640533447266,
+                    0.019933183670043944,
+                    0.019922943115234376,
+                    0.020059135437011717,
+                    0.02046156883239746,
+                    0.019965951919555663,
+                    0.01993011283874512,
+                    0.019933183670043944,
+                    0.019933183670043944,
+                    0.019942399978637695,
+                    0.019746816635131836,
+                    0.019987455368041994,
+                    0.019934207916259765,
+                    0.019973119735717772,
+                    0.019966976165771484,
+                    0.019971071243286134,
+                    0.019914751052856446,
+                    0.0200447998046875,
+                    0.019957759857177734,
+                    0.019964927673339843,
+                    0.019938304901123048,
+                    0.019932159423828123,
+                    0.019911680221557617,
+                    0.02007347106933594,
+                    0.019907583236694337,
+                    0.01993011283874512,
+                    0.019968000411987305,
+                    0.0198922233581543,
+                    0.019904512405395508,
+                    0.01990656089782715,
+                    0.020151296615600587,
+                    0.0202608642578125,
+                    0.02022707176208496,
+                    0.02038374328613281,
+                    0.020613216400146486,
+                    0.020394912719726564,
+                    0.019999744415283204,
+                    0.020739072799682616,
+                    0.020023296356201172,
+                    0.020345855712890625,
+                    0.020178943634033202,
+                    0.020332544326782227,
+                    0.019891231536865235,
+                    0.019908575057983397,
+                    0.020067327499389647,
+                    0.020381759643554688,
+                    0.02074822425842285,
+                    0.02000383949279785,
+                    0.019895296096801757,
+                    0.019976192474365235,
+                    0.019945472717285157,
+                    0.019910655975341796,
+                    0.01988198471069336,
+                    0.01985228729248047,
+                    0.019869695663452147,
+                    0.01987481689453125,
+                    0.019681280136108398,
+                    0.01970790481567383,
+                    0.019854400634765627,
+                    0.019905471801757814,
+                    0.019794944763183595,
+                    0.019768320083618163,
+                    0.01982156753540039,
+                    0.019735551834106444,
+                    0.019703807830810546,
+                    0.019697664260864257,
+                    0.019704832077026366,
+                    0.02002124786376953,
+                    0.019911680221557617,
+                    0.019963903427124022,
+                    0.019906591415405274,
+                    0.019915775299072267,
+                    0.019809247970581055,
+                    0.04347187042236328,
+                    0.019942399978637695,
+                    0.019975168228149414,
+                    0.019965951919555663,
+                    0.019825664520263672,
+                    0.019710975646972655,
+                    0.019919872283935547,
+                    0.019727359771728514,
+                    0.019718143463134767,
+                    0.01969254493713379,
+                    0.01969152069091797,
+                    0.019687423706054686,
+                    0.01966592025756836,
+                    0.019938304901123048,
+                    0.019887104034423828,
+                    0.01990656089782715,
+                    0.019787776947021486,
+                    0.019729408264160156,
+                    0.01993011283874512,
+                    0.0198922233581543,
+                    0.019883007049560548,
+                    0.020374528884887694,
+                    0.019826688766479493,
+                    0.019687423706054686,
+                    0.019727359771728514,
+                    0.020405248641967775,
+                    0.019924991607666014,
+                    0.019932159423828123,
+                    0.019943424224853516,
+                    0.01992710494995117,
+                    0.020117439270019532,
+                    0.020282367706298828,
+                    0.02028339195251465,
+                    0.01989836883544922,
+                    0.019981311798095702,
+                    0.02023526382446289,
+                    0.02019430351257324,
+                    0.020237312316894532,
+                    0.019953664779663087,
+                    0.020059135437011717,
+                    0.02006425666809082,
+                    0.019894271850585937,
+                    0.019914751052856446,
+                    0.019931135177612306,
+                    0.01990656089782715,
+                    0.019965951919555663,
+                    0.019938304901123048,
+                    0.019974143981933593,
+                    0.019877887725830077,
+                    0.019982336044311523,
+                    0.019981311798095702,
+                    0.020015104293823242,
+                    0.019937280654907227,
+                    0.0200263671875,
+                    0.019994623184204103,
+                    0.019957759857177734,
+                    0.019986431121826173,
+                    0.019987455368041994,
+                    0.019946495056152345,
+                    0.019947519302368166,
+                    0.020008960723876954,
+                    0.019968000411987305,
+                    0.020382720947265624,
+                    0.020011007308959963,
+                    0.019963903427124022,
+                    0.020148223876953125,
+                    0.019748863220214845,
+                    0.019778560638427735,
+                    0.01996396827697754,
+                    0.020027328491210937,
+                    0.01986457633972168,
+                    0.01978265571594238,
+                    0.020487167358398437,
+                    0.0200581111907959,
+                    0.019939327239990236,
+                    0.020106271743774416,
+                    0.019967967987060548,
+                    0.019946495056152345,
+                    0.019977216720581056,
+                    0.019953664779663087,
+                    0.019965951919555663,
+                    0.019775487899780272,
+                    0.019969120025634765,
+                    0.020375455856323242,
+                    0.019928064346313477,
+                    0.02001919937133789,
+                    0.019981311798095702,
+                    0.020006912231445313,
+                    0.019781631469726564,
+                    0.019739648818969727,
+                    0.019811328887939454,
+                    0.019804159164428712,
+                    0.019927040100097656,
+                    0.01997209548950195,
+                    0.019946495056152345,
+                    0.019894271850585937,
+                    0.020222976684570314,
+                    0.019916799545288084,
+                    0.019787776947021486,
+                    0.019740671157836915,
+                    0.019787776947021486,
+                    0.020000768661499024,
+                    0.019901439666748046,
+                    0.019689472198486328,
+                    0.01994140815734863,
+                    0.01997001647949219,
+                    0.019963903427124022,
+                    0.019973119735717772,
+                    0.01986457633972168,
+                    0.019942399978637695,
+                    0.019989503860473632,
+                    0.01999564743041992,
+                    0.019965951919555663,
+                    0.019962879180908204,
+                    0.019934207916259765,
+                    0.019954687118530275,
+                    0.019954687118530275,
+                    0.019959808349609375,
+                    0.019931135177612306,
+                    0.019954687118530275,
+                    0.019934207916259765,
+                    0.019945472717285157,
+                    0.019940351486206053,
+                    0.01988915252685547,
+                    0.01995065689086914,
+                    0.019912639617919923,
+                    0.019947519302368166
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 49.41771940686495
+            },
+            "energy": null,
+            "efficiency": null
+        }
+    }
+}

2024-06-10/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark_config.json

@@ -0,0 +1,102 @@
+{
+    "name": "pytorch_generate",
+    "backend": {
+        "name": "pytorch",
+        "version": "2.3.0+cu121",
+        "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+        "task": "text-generation",
+        "library": "transformers",
+        "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": {},
+        "hub_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,
+        "latency": true,
+        "memory": 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",
+        "start_method": "spawn"
+    },
+    "environment": {
+        "cpu": " AMD EPYC 7R32",
+        "cpu_count": 16,
+        "cpu_ram_mb": 66697.29792,
+        "system": "Linux",
+        "machine": "x86_64",
+        "platform": "Linux-5.10.217-205.860.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": "0.2.1",
+        "optimum_benchmark_commit": null,
+        "transformers_version": "4.42.0.dev0",
+        "transformers_commit": "25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5",
+        "accelerate_version": "0.32.0.dev0",
+        "accelerate_commit": null,
+        "diffusers_version": null,
+        "diffusers_commit": null,
+        "optimum_version": "1.21.0.dev0",
+        "optimum_commit": null,
+        "timm_version": "0.9.16",
+        "timm_commit": null,
+        "peft_version": "0.11.2.dev0",
+        "peft_commit": null
+    }
+}

2024-06-10/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark_report.json

@@ -0,0 +1,339 @@
+{
+    "prefill": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1749.438464,
+            "max_global_vram": 6793.199616,
+            "max_process_vram": 0.0,
+            "max_reserved": 6146.752512,
+            "max_allocated": 5036.936192
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 0.04539161682128906,
+            "mean": 0.02269580841064453,
+            "stdev": 0.00048652839660644556,
+            "p50": 0.02269580841064453,
+            "p90": 0.023085031127929687,
+            "p95": 0.02313368396759033,
+            "p99": 0.023172606239318848,
+            "values": [
+                0.022209280014038085,
+                0.023182336807250976
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 308.4269955643853
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "decode": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1749.454848,
+            "max_global_vram": 6793.199616,
+            "max_process_vram": 0.0,
+            "max_reserved": 6146.752512,
+            "max_allocated": 5036.936704
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 5.117288330078125,
+            "mean": 2.5586441650390626,
+            "stdev": 0.024914672851562347,
+            "p50": 2.5586441650390626,
+            "p90": 2.5785759033203126,
+            "p95": 2.5810673706054685,
+            "p99": 2.5830605444335935,
+            "values": [
+                2.583558837890625,
+                2.5337294921875
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 49.63566319041519
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "per_token": {
+        "memory": null,
+        "latency": {
+            "unit": "s",
+            "count": 253,
+            "total": 5.119621120452879,
+            "mean": 0.020235656602580556,
+            "stdev": 0.001533867494208121,
+            "p50": 0.019965951919555663,
+            "p90": 0.020746393966674805,
+            "p95": 0.021015961456298825,
+            "p99": 0.022081044692993154,
+            "values": [
+                0.02123161506652832,
+                0.021602304458618164,
+                0.021316608428955077,
+                0.020933631896972657,
+                0.020817920684814452,
+                0.020692991256713866,
+                0.020976640701293944,
+                0.020387840270996094,
+                0.02122137641906738,
+                0.022599679946899414,
+                0.021312511444091797,
+                0.020941823959350587,
+                0.02068992042541504,
+                0.020998144149780275,
+                0.021396480560302734,
+                0.020787200927734374,
+                0.020999168395996092,
+                0.020592639923095703,
+                0.02092748832702637,
+                0.02060492706298828,
+                0.020434944152832032,
+                0.020549631118774413,
+                0.020603904724121092,
+                0.020520959854125977,
+                0.020527103424072265,
+                0.020566015243530272,
+                0.02145792007446289,
+                0.02104115104675293,
+                0.020730880737304686,
+                0.020760576248168947,
+                0.02067148780822754,
+                0.020543487548828124,
+                0.02064384078979492,
+                0.02086604881286621,
+                0.020963327407836914,
+                0.02043801689147949,
+                0.020616191864013672,
+                0.020521984100341797,
+                0.021222400665283202,
+                0.020674560546875,
+                0.020523008346557618,
+                0.02078927993774414,
+                0.020587488174438475,
+                0.020396064758300782,
+                0.021330911636352538,
+                0.023147520065307618,
+                0.020521984100341797,
+                0.020196352005004883,
+                0.019977216720581056,
+                0.01993011283874512,
+                0.019924991607666014,
+                0.020246528625488282,
+                0.02006118392944336,
+                0.019952640533447266,
+                0.019933183670043944,
+                0.019922943115234376,
+                0.020059135437011717,
+                0.02046156883239746,
+                0.019965951919555663,
+                0.01993011283874512,
+                0.019933183670043944,
+                0.019933183670043944,
+                0.019942399978637695,
+                0.019746816635131836,
+                0.019987455368041994,
+                0.019934207916259765,
+                0.019973119735717772,
+                0.019966976165771484,
+                0.019971071243286134,
+                0.019914751052856446,
+                0.0200447998046875,
+                0.019957759857177734,
+                0.019964927673339843,
+                0.019938304901123048,
+                0.019932159423828123,
+                0.019911680221557617,
+                0.02007347106933594,
+                0.019907583236694337,
+                0.01993011283874512,
+                0.019968000411987305,
+                0.0198922233581543,
+                0.019904512405395508,
+                0.01990656089782715,
+                0.020151296615600587,
+                0.0202608642578125,
+                0.02022707176208496,
+                0.02038374328613281,
+                0.020613216400146486,
+                0.020394912719726564,
+                0.019999744415283204,
+                0.020739072799682616,
+                0.020023296356201172,
+                0.020345855712890625,
+                0.020178943634033202,
+                0.020332544326782227,
+                0.019891231536865235,
+                0.019908575057983397,
+                0.020067327499389647,
+                0.020381759643554688,
+                0.02074822425842285,
+                0.02000383949279785,
+                0.019895296096801757,
+                0.019976192474365235,
+                0.019945472717285157,
+                0.019910655975341796,
+                0.01988198471069336,
+                0.01985228729248047,
+                0.019869695663452147,
+                0.01987481689453125,
+                0.019681280136108398,
+                0.01970790481567383,
+                0.019854400634765627,
+                0.019905471801757814,
+                0.019794944763183595,
+                0.019768320083618163,
+                0.01982156753540039,
+                0.019735551834106444,
+                0.019703807830810546,
+                0.019697664260864257,
+                0.019704832077026366,
+                0.02002124786376953,
+                0.019911680221557617,
+                0.019963903427124022,
+                0.019906591415405274,
+                0.019915775299072267,
+                0.019809247970581055,
+                0.04347187042236328,
+                0.019942399978637695,
+                0.019975168228149414,
+                0.019965951919555663,
+                0.019825664520263672,
+                0.019710975646972655,
+                0.019919872283935547,
+                0.019727359771728514,
+                0.019718143463134767,
+                0.01969254493713379,
+                0.01969152069091797,
+                0.019687423706054686,
+                0.01966592025756836,
+                0.019938304901123048,
+                0.019887104034423828,
+                0.01990656089782715,
+                0.019787776947021486,
+                0.019729408264160156,
+                0.01993011283874512,
+                0.0198922233581543,
+                0.019883007049560548,
+                0.020374528884887694,
+                0.019826688766479493,
+                0.019687423706054686,
+                0.019727359771728514,
+                0.020405248641967775,
+                0.019924991607666014,
+                0.019932159423828123,
+                0.019943424224853516,
+                0.01992710494995117,
+                0.020117439270019532,
+                0.020282367706298828,
+                0.02028339195251465,
+                0.01989836883544922,
+                0.019981311798095702,
+                0.02023526382446289,
+                0.02019430351257324,
+                0.020237312316894532,
+                0.019953664779663087,
+                0.020059135437011717,
+                0.02006425666809082,
+                0.019894271850585937,
+                0.019914751052856446,
+                0.019931135177612306,
+                0.01990656089782715,
+                0.019965951919555663,
+                0.019938304901123048,
+                0.019974143981933593,
+                0.019877887725830077,
+                0.019982336044311523,
+                0.019981311798095702,
+                0.020015104293823242,
+                0.019937280654907227,
+                0.0200263671875,
+                0.019994623184204103,
+                0.019957759857177734,
+                0.019986431121826173,
+                0.019987455368041994,
+                0.019946495056152345,
+                0.019947519302368166,
+                0.020008960723876954,
+                0.019968000411987305,
+                0.020382720947265624,
+                0.020011007308959963,
+                0.019963903427124022,
+                0.020148223876953125,
+                0.019748863220214845,
+                0.019778560638427735,
+                0.01996396827697754,
+                0.020027328491210937,
+                0.01986457633972168,
+                0.01978265571594238,
+                0.020487167358398437,
+                0.0200581111907959,
+                0.019939327239990236,
+                0.020106271743774416,
+                0.019967967987060548,
+                0.019946495056152345,
+                0.019977216720581056,
+                0.019953664779663087,
+                0.019965951919555663,
+                0.019775487899780272,
+                0.019969120025634765,
+                0.020375455856323242,
+                0.019928064346313477,
+                0.02001919937133789,
+                0.019981311798095702,
+                0.020006912231445313,
+                0.019781631469726564,
+                0.019739648818969727,
+                0.019811328887939454,
+                0.019804159164428712,
+                0.019927040100097656,
+                0.01997209548950195,
+                0.019946495056152345,
+                0.019894271850585937,
+                0.020222976684570314,
+                0.019916799545288084,
+                0.019787776947021486,
+                0.019740671157836915,
+                0.019787776947021486,
+                0.020000768661499024,
+                0.019901439666748046,
+                0.019689472198486328,
+                0.01994140815734863,
+                0.01997001647949219,
+                0.019963903427124022,
+                0.019973119735717772,
+                0.01986457633972168,
+                0.019942399978637695,
+                0.019989503860473632,
+                0.01999564743041992,
+                0.019965951919555663,
+                0.019962879180908204,
+                0.019934207916259765,
+                0.019954687118530275,
+                0.019954687118530275,
+                0.019959808349609375,
+                0.019931135177612306,
+                0.019954687118530275,
+                0.019934207916259765,
+                0.019945472717285157,
+                0.019940351486206053,
+                0.01988915252685547,
+                0.01995065689086914,
+                0.019912639617919923,
+                0.019947519302368166
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 49.41771940686495
+        },
+        "energy": null,
+        "efficiency": null
+    }
+}

2024-06-10/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/summary.json

@@ -0,0 +1,13 @@
+{
+    "model": "google/gemma-2b",
+    "commit": "25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5",
+    "config": "backend.cache_implementation=static,backend.torch_compile=False",
+    "metrics": {
+        "prefill.latency.mean": 0.02269580841064453,
+        "prefill.throughput.value": 308.4269955643853,
+        "decode.latency.mean": 2.5586441650390626,
+        "decode.throughput.value": 49.63566319041519,
+        "per_token.latency.mean": 0.020235656602580556,
+        "per_token.throughput.value": 49.41771940686495
+    }
+}

2024-06-10/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/config.yaml

@@ -0,0 +1,91 @@
+name: pytorch_generate
+backend:
+  name: pytorch
+  version: 2.3.0+cu121
+  _target_: optimum_benchmark.backends.pytorch.backend.PyTorchBackend
+  task: null
+  library: 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: {}
+  hub_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
+  latency: true
+  memory: 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
+  start_method: spawn
+environment:
+  cpu: ' AMD EPYC 7R32'
+  cpu_count: 16
+  cpu_ram_mb: 66697.29792
+  system: Linux
+  machine: x86_64
+  platform: Linux-5.10.217-205.860.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: 0.2.1
+  optimum_benchmark_commit: null
+  transformers_version: 4.42.0.dev0
+  transformers_commit: 25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5
+  accelerate_version: 0.32.0.dev0
+  accelerate_commit: null
+  diffusers_version: null
+  diffusers_commit: null
+  optimum_version: 1.21.0.dev0
+  optimum_commit: null
+  timm_version: 0.9.16
+  timm_commit: null
+  peft_version: 0.11.2.dev0
+  peft_commit: null

2024-06-10/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmpmdf92j8j/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmpmdf92j8j/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmpmdf92j8j/commit\=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5
+    - hydra.run.dir=_benchmark/tmpmdf92j8j/commit\=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/${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/tmpmdf92j8j/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/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

2024-06-10/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/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

2024-06-10/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark.json

@@ -0,0 +1,443 @@
+{
+    "config": {
+        "name": "pytorch_generate",
+        "backend": {
+            "name": "pytorch",
+            "version": "2.3.0+cu121",
+            "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+            "task": "text-generation",
+            "library": "transformers",
+            "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": {},
+            "hub_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,
+            "latency": true,
+            "memory": 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",
+            "start_method": "spawn"
+        },
+        "environment": {
+            "cpu": " AMD EPYC 7R32",
+            "cpu_count": 16,
+            "cpu_ram_mb": 66697.29792,
+            "system": "Linux",
+            "machine": "x86_64",
+            "platform": "Linux-5.10.217-205.860.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": "0.2.1",
+            "optimum_benchmark_commit": null,
+            "transformers_version": "4.42.0.dev0",
+            "transformers_commit": "25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5",
+            "accelerate_version": "0.32.0.dev0",
+            "accelerate_commit": null,
+            "diffusers_version": null,
+            "diffusers_commit": null,
+            "optimum_version": "1.21.0.dev0",
+            "optimum_commit": null,
+            "timm_version": "0.9.16",
+            "timm_commit": null,
+            "peft_version": "0.11.2.dev0",
+            "peft_commit": null
+        }
+    },
+    "report": {
+        "prefill": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1915.461632,
+                "max_global_vram": 6094.848,
+                "max_process_vram": 0.0,
+                "max_reserved": 5379.19488,
+                "max_allocated": 5021.251584
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 0.028111583709716795,
+                "mean": 0.014055791854858397,
+                "stdev": 0.0001049757003784178,
+                "p50": 0.014055791854858397,
+                "p90": 0.014139772415161133,
+                "p95": 0.014150269985198975,
+                "p99": 0.014158668041229248,
+                "values": [
+                    0.014160767555236816,
+                    0.01395081615447998
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 498.01534287664083
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "decode": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 2259.218432,
+                "max_global_vram": 8907.128832,
+                "max_process_vram": 0.0,
+                "max_reserved": 5379.19488,
+                "max_allocated": 5027.089408
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 3.144959716796875,
+                "mean": 1.5724798583984374,
+                "stdev": 0.014818481445312504,
+                "p50": 1.5724798583984374,
+                "p90": 1.5843346435546874,
+                "p95": 1.5858164916992186,
+                "p99": 1.5870019702148437,
+                "values": [
+                    1.58729833984375,
+                    1.557661376953125
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 80.7641505369416
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "per_token": {
+            "memory": null,
+            "latency": {
+                "unit": "s",
+                "count": 253,
+                "total": 3.1460618238449114,
+                "mean": 0.012435026971719011,
+                "stdev": 0.0009010077205329179,
+                "p50": 0.012273664474487305,
+                "p90": 0.012698418998718262,
+                "p95": 0.012728729820251465,
+                "p99": 0.012768542556762696,
+                "values": [
+                    0.012661791801452637,
+                    0.012739551544189454,
+                    0.012682239532470703,
+                    0.01276313591003418,
+                    0.012697600364685058,
+                    0.012728320121765137,
+                    0.012662783622741699,
+                    0.01273036766052246,
+                    0.012659711837768555,
+                    0.0127457275390625,
+                    0.012687359809875488,
+                    0.012719103813171387,
+                    0.012687359809875488,
+                    0.012688447952270508,
+                    0.012610495567321777,
+                    0.012744704246520995,
+                    0.01266380786895752,
+                    0.012778495788574219,
+                    0.012689408302307128,
+                    0.012744704246520995,
+                    0.012700672149658204,
+                    0.012774399757385254,
+                    0.012669952392578124,
+                    0.012761088371276855,
+                    0.012675071716308594,
+                    0.012719103813171387,
+                    0.012684288024902344,
+                    0.012690431594848632,
+                    0.012653568267822265,
+                    0.012698623657226562,
+                    0.012667903900146485,
+                    0.012690431594848632,
+                    0.012662783622741699,
+                    0.01267199993133545,
+                    0.012630016326904296,
+                    0.012661760330200195,
+                    0.012650495529174804,
+                    0.012677120208740235,
+                    0.012669952392578124,
+                    0.012759039878845215,
+                    0.012645376205444337,
+                    0.012705792427062988,
+                    0.012684288024902344,
+                    0.012715007781982422,
+                    0.012703743934631348,
+                    0.012708864212036132,
+                    0.01267302417755127,
+                    0.012700672149658204,
+                    0.012677120208740235,
+                    0.01274060821533203,
+                    0.01266380786895752,
+                    0.012694527626037597,
+                    0.012682239532470703,
+                    0.012717056274414062,
+                    0.012676095962524414,
+                    0.012729344367980957,
+                    0.012624896049499512,
+                    0.012687359809875488,
+                    0.012645376205444337,
+                    0.012689408302307128,
+                    0.012654591560363769,
+                    0.012727295875549317,
+                    0.012630016326904296,
+                    0.012626943588256835,
+                    0.012521471977233887,
+                    0.012469247817993164,
+                    0.012641280174255372,
+                    0.012298239707946777,
+                    0.012340224266052247,
+                    0.01257369613647461,
+                    0.012395520210266114,
+                    0.012724224090576173,
+                    0.012399616241455079,
+                    0.01232588768005371,
+                    0.012279808044433594,
+                    0.01235865592956543,
+                    0.012290047645568849,
+                    0.012402688026428223,
+                    0.012236800193786621,
+                    0.012313599586486817,
+                    0.01224294376373291,
+                    0.01226956844329834,
+                    0.012228608131408691,
+                    0.01226956844329834,
+                    0.012238847732543945,
+                    0.012262399673461915,
+                    0.012224512100219726,
+                    0.012283904075622559,
+                    0.012225536346435547,
+                    0.012266495704650878,
+                    0.01222758388519287,
+                    0.012266495704650878,
+                    0.012231679916381836,
+                    0.01226854419708252,
+                    0.012224512100219726,
+                    0.012294143676757812,
+                    0.01225216007232666,
+                    0.012274687767028808,
+                    0.012225536346435547,
+                    0.012263423919677734,
+                    0.012228608131408691,
+                    0.012272640228271485,
+                    0.012233728408813477,
+                    0.012286975860595703,
+                    0.012224512100219726,
+                    0.012271615982055664,
+                    0.012222463607788087,
+                    0.01225113582611084,
+                    0.012229632377624512,
+                    0.012271615982055664,
+                    0.012222463607788087,
+                    0.012294143676757812,
+                    0.012239871978759765,
+                    0.012265472412109376,
+                    0.012225536346435547,
+                    0.012274687767028808,
+                    0.012220416069030762,
+                    0.012274687767028808,
+                    0.01222758388519287,
+                    0.012271615982055664,
+                    0.012233728408813477,
+                    0.012286975860595703,
+                    0.012238847732543945,
+                    0.012273664474487305,
+                    0.012233728408813477,
+                    0.012280832290649414,
+                    0.026407936096191405,
+                    0.012241920471191407,
+                    0.012270591735839843,
+                    0.012220416069030762,
+                    0.012270591735839843,
+                    0.012241920471191407,
+                    0.012285951614379884,
+                    0.0122357759475708,
+                    0.012309503555297852,
+                    0.012240896224975586,
+                    0.01226956844329834,
+                    0.01222758388519287,
+                    0.012283904075622559,
+                    0.012229632377624512,
+                    0.012278783798217773,
+                    0.01222758388519287,
+                    0.012272640228271485,
+                    0.012233728408813477,
+                    0.01226137638092041,
+                    0.012229632377624512,
+                    0.012265472412109376,
+                    0.01234227180480957,
+                    0.012267519950866699,
+                    0.01226035213470459,
+                    0.012299263954162597,
+                    0.012231679916381836,
+                    0.01226956844329834,
+                    0.01223475170135498,
+                    0.012266495704650878,
+                    0.012218367576599122,
+                    0.012271615982055664,
+                    0.012238847732543945,
+                    0.012274687767028808,
+                    0.012231679916381836,
+                    0.012270591735839843,
+                    0.012253184318542481,
+                    0.012274687767028808,
+                    0.012229632377624512,
+                    0.012286975860595703,
+                    0.012272640228271485,
+                    0.01226956844329834,
+                    0.012224512100219726,
+                    0.012265472412109376,
+                    0.012226559638977052,
+                    0.012270591735839843,
+                    0.012223487854003906,
+                    0.012296192169189453,
+                    0.01224294376373291,
+                    0.012274687767028808,
+                    0.012224512100219726,
+                    0.012272640228271485,
+                    0.012263423919677734,
+                    0.012294143676757812,
+                    0.012240896224975586,
+                    0.012303359985351562,
+                    0.012255231857299804,
+                    0.012267519950866699,
+                    0.012237824440002442,
+                    0.012264448165893555,
+                    0.012226559638977052,
+                    0.012257280349731446,
+                    0.012222463607788087,
+                    0.012263423919677734,
+                    0.012231679916381836,
+                    0.012266495704650878,
+                    0.012218367576599122,
+                    0.012275712013244629,
+                    0.012217344284057617,
+                    0.01227673625946045,
+                    0.012223487854003906,
+                    0.012301312446594239,
+                    0.012237824440002442,
+                    0.012273664474487305,
+                    0.01222758388519287,
+                    0.012271615982055664,
+                    0.01221939182281494,
+                    0.012273664474487305,
+                    0.01221939182281494,
+                    0.012338175773620605,
+                    0.012237824440002442,
+                    0.012314623832702636,
+                    0.01227673625946045,
+                    0.012291071891784668,
+                    0.01225011157989502,
+                    0.012274687767028808,
+                    0.012267519950866699,
+                    0.012306431770324706,
+                    0.01225011157989502,
+                    0.012300288200378418,
+                    0.012676095962524414,
+                    0.012337151527404786,
+                    0.012240896224975586,
+                    0.012285951614379884,
+                    0.012246015548706055,
+                    0.012278783798217773,
+                    0.01224294376373291,
+                    0.012270591735839843,
+                    0.012226559638977052,
+                    0.012291071891784668,
+                    0.012254207611083985,
+                    0.012265472412109376,
+                    0.01221939182281494,
+                    0.012270591735839843,
+                    0.012224512100219726,
+                    0.012272640228271485,
+                    0.012223487854003906,
+                    0.012266495704650878,
+                    0.012224512100219726,
+                    0.012267519950866699,
+                    0.012237824440002442,
+                    0.012291071891784668,
+                    0.012231679916381836,
+                    0.012254207611083985,
+                    0.012239871978759765,
+                    0.012301312446594239,
+                    0.01225011157989502,
+                    0.012320768356323243,
+                    0.012233728408813477,
+                    0.012264448165893555,
+                    0.012233728408813477,
+                    0.012297216415405274,
+                    0.012347392082214356,
+                    0.01229312038421631,
+                    0.012229632377624512,
+                    0.012289024353027344,
+                    0.012231679916381836,
+                    0.012273664474487305
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 80.41800007947715
+            },
+            "energy": null,
+            "efficiency": null
+        }
+    }
+}

2024-06-10/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark_config.json

@@ -0,0 +1,102 @@
+{
+    "name": "pytorch_generate",
+    "backend": {
+        "name": "pytorch",
+        "version": "2.3.0+cu121",
+        "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+        "task": "text-generation",
+        "library": "transformers",
+        "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": {},
+        "hub_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,
+        "latency": true,
+        "memory": 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",
+        "start_method": "spawn"
+    },
+    "environment": {
+        "cpu": " AMD EPYC 7R32",
+        "cpu_count": 16,
+        "cpu_ram_mb": 66697.29792,
+        "system": "Linux",
+        "machine": "x86_64",
+        "platform": "Linux-5.10.217-205.860.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": "0.2.1",
+        "optimum_benchmark_commit": null,
+        "transformers_version": "4.42.0.dev0",
+        "transformers_commit": "25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5",
+        "accelerate_version": "0.32.0.dev0",
+        "accelerate_commit": null,
+        "diffusers_version": null,
+        "diffusers_commit": null,
+        "optimum_version": "1.21.0.dev0",
+        "optimum_commit": null,
+        "timm_version": "0.9.16",
+        "timm_commit": null,
+        "peft_version": "0.11.2.dev0",
+        "peft_commit": null
+    }
+}

2024-06-10/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark_report.json

@@ -0,0 +1,339 @@
+{
+    "prefill": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1915.461632,
+            "max_global_vram": 6094.848,
+            "max_process_vram": 0.0,
+            "max_reserved": 5379.19488,
+            "max_allocated": 5021.251584
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 0.028111583709716795,
+            "mean": 0.014055791854858397,
+            "stdev": 0.0001049757003784178,
+            "p50": 0.014055791854858397,
+            "p90": 0.014139772415161133,
+            "p95": 0.014150269985198975,
+            "p99": 0.014158668041229248,
+            "values": [
+                0.014160767555236816,
+                0.01395081615447998
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 498.01534287664083
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "decode": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 2259.218432,
+            "max_global_vram": 8907.128832,
+            "max_process_vram": 0.0,
+            "max_reserved": 5379.19488,
+            "max_allocated": 5027.089408
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 3.144959716796875,
+            "mean": 1.5724798583984374,
+            "stdev": 0.014818481445312504,
+            "p50": 1.5724798583984374,
+            "p90": 1.5843346435546874,
+            "p95": 1.5858164916992186,
+            "p99": 1.5870019702148437,
+            "values": [
+                1.58729833984375,
+                1.557661376953125
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 80.7641505369416
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "per_token": {
+        "memory": null,
+        "latency": {
+            "unit": "s",
+            "count": 253,
+            "total": 3.1460618238449114,
+            "mean": 0.012435026971719011,
+            "stdev": 0.0009010077205329179,
+            "p50": 0.012273664474487305,
+            "p90": 0.012698418998718262,
+            "p95": 0.012728729820251465,
+            "p99": 0.012768542556762696,
+            "values": [
+                0.012661791801452637,
+                0.012739551544189454,
+                0.012682239532470703,
+                0.01276313591003418,
+                0.012697600364685058,
+                0.012728320121765137,
+                0.012662783622741699,
+                0.01273036766052246,
+                0.012659711837768555,
+                0.0127457275390625,
+                0.012687359809875488,
+                0.012719103813171387,
+                0.012687359809875488,
+                0.012688447952270508,
+                0.012610495567321777,
+                0.012744704246520995,
+                0.01266380786895752,
+                0.012778495788574219,
+                0.012689408302307128,
+                0.012744704246520995,
+                0.012700672149658204,
+                0.012774399757385254,
+                0.012669952392578124,
+                0.012761088371276855,
+                0.012675071716308594,
+                0.012719103813171387,
+                0.012684288024902344,
+                0.012690431594848632,
+                0.012653568267822265,
+                0.012698623657226562,
+                0.012667903900146485,
+                0.012690431594848632,
+                0.012662783622741699,
+                0.01267199993133545,
+                0.012630016326904296,
+                0.012661760330200195,
+                0.012650495529174804,
+                0.012677120208740235,
+                0.012669952392578124,
+                0.012759039878845215,
+                0.012645376205444337,
+                0.012705792427062988,
+                0.012684288024902344,
+                0.012715007781982422,
+                0.012703743934631348,
+                0.012708864212036132,
+                0.01267302417755127,
+                0.012700672149658204,
+                0.012677120208740235,
+                0.01274060821533203,
+                0.01266380786895752,
+                0.012694527626037597,
+                0.012682239532470703,
+                0.012717056274414062,
+                0.012676095962524414,
+                0.012729344367980957,
+                0.012624896049499512,
+                0.012687359809875488,
+                0.012645376205444337,
+                0.012689408302307128,
+                0.012654591560363769,
+                0.012727295875549317,
+                0.012630016326904296,
+                0.012626943588256835,
+                0.012521471977233887,
+                0.012469247817993164,
+                0.012641280174255372,
+                0.012298239707946777,
+                0.012340224266052247,
+                0.01257369613647461,
+                0.012395520210266114,
+                0.012724224090576173,
+                0.012399616241455079,
+                0.01232588768005371,
+                0.012279808044433594,
+                0.01235865592956543,
+                0.012290047645568849,
+                0.012402688026428223,
+                0.012236800193786621,
+                0.012313599586486817,
+                0.01224294376373291,
+                0.01226956844329834,
+                0.012228608131408691,
+                0.01226956844329834,
+                0.012238847732543945,
+                0.012262399673461915,
+                0.012224512100219726,
+                0.012283904075622559,
+                0.012225536346435547,
+                0.012266495704650878,
+                0.01222758388519287,
+                0.012266495704650878,
+                0.012231679916381836,
+                0.01226854419708252,
+                0.012224512100219726,
+                0.012294143676757812,
+                0.01225216007232666,
+                0.012274687767028808,
+                0.012225536346435547,
+                0.012263423919677734,
+                0.012228608131408691,
+                0.012272640228271485,
+                0.012233728408813477,
+                0.012286975860595703,
+                0.012224512100219726,
+                0.012271615982055664,
+                0.012222463607788087,
+                0.01225113582611084,
+                0.012229632377624512,
+                0.012271615982055664,
+                0.012222463607788087,
+                0.012294143676757812,
+                0.012239871978759765,
+                0.012265472412109376,
+                0.012225536346435547,
+                0.012274687767028808,
+                0.012220416069030762,
+                0.012274687767028808,
+                0.01222758388519287,
+                0.012271615982055664,
+                0.012233728408813477,
+                0.012286975860595703,
+                0.012238847732543945,
+                0.012273664474487305,
+                0.012233728408813477,
+                0.012280832290649414,
+                0.026407936096191405,
+                0.012241920471191407,
+                0.012270591735839843,
+                0.012220416069030762,
+                0.012270591735839843,
+                0.012241920471191407,
+                0.012285951614379884,
+                0.0122357759475708,
+                0.012309503555297852,
+                0.012240896224975586,
+                0.01226956844329834,
+                0.01222758388519287,
+                0.012283904075622559,
+                0.012229632377624512,
+                0.012278783798217773,
+                0.01222758388519287,
+                0.012272640228271485,
+                0.012233728408813477,
+                0.01226137638092041,
+                0.012229632377624512,
+                0.012265472412109376,
+                0.01234227180480957,
+                0.012267519950866699,
+                0.01226035213470459,
+                0.012299263954162597,
+                0.012231679916381836,
+                0.01226956844329834,
+                0.01223475170135498,
+                0.012266495704650878,
+                0.012218367576599122,
+                0.012271615982055664,
+                0.012238847732543945,
+                0.012274687767028808,
+                0.012231679916381836,
+                0.012270591735839843,
+                0.012253184318542481,
+                0.012274687767028808,
+                0.012229632377624512,
+                0.012286975860595703,
+                0.012272640228271485,
+                0.01226956844329834,
+                0.012224512100219726,
+                0.012265472412109376,
+                0.012226559638977052,
+                0.012270591735839843,
+                0.012223487854003906,
+                0.012296192169189453,
+                0.01224294376373291,
+                0.012274687767028808,
+                0.012224512100219726,
+                0.012272640228271485,
+                0.012263423919677734,
+                0.012294143676757812,
+                0.012240896224975586,
+                0.012303359985351562,
+                0.012255231857299804,
+                0.012267519950866699,
+                0.012237824440002442,
+                0.012264448165893555,
+                0.012226559638977052,
+                0.012257280349731446,
+                0.012222463607788087,
+                0.012263423919677734,
+                0.012231679916381836,
+                0.012266495704650878,
+                0.012218367576599122,
+                0.012275712013244629,
+                0.012217344284057617,
+                0.01227673625946045,
+                0.012223487854003906,
+                0.012301312446594239,
+                0.012237824440002442,
+                0.012273664474487305,
+                0.01222758388519287,
+                0.012271615982055664,
+                0.01221939182281494,
+                0.012273664474487305,
+                0.01221939182281494,
+                0.012338175773620605,
+                0.012237824440002442,
+                0.012314623832702636,
+                0.01227673625946045,
+                0.012291071891784668,
+                0.01225011157989502,
+                0.012274687767028808,
+                0.012267519950866699,
+                0.012306431770324706,
+                0.01225011157989502,
+                0.012300288200378418,
+                0.012676095962524414,
+                0.012337151527404786,
+                0.012240896224975586,
+                0.012285951614379884,
+                0.012246015548706055,
+                0.012278783798217773,
+                0.01224294376373291,
+                0.012270591735839843,
+                0.012226559638977052,
+                0.012291071891784668,
+                0.012254207611083985,
+                0.012265472412109376,
+                0.01221939182281494,
+                0.012270591735839843,
+                0.012224512100219726,
+                0.012272640228271485,
+                0.012223487854003906,
+                0.012266495704650878,
+                0.012224512100219726,
+                0.012267519950866699,
+                0.012237824440002442,
+                0.012291071891784668,
+                0.012231679916381836,
+                0.012254207611083985,
+                0.012239871978759765,
+                0.012301312446594239,
+                0.01225011157989502,
+                0.012320768356323243,
+                0.012233728408813477,
+                0.012264448165893555,
+                0.012233728408813477,
+                0.012297216415405274,
+                0.012347392082214356,
+                0.01229312038421631,
+                0.012229632377624512,
+                0.012289024353027344,
+                0.012231679916381836,
+                0.012273664474487305
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 80.41800007947715
+        },
+        "energy": null,
+        "efficiency": null
+    }
+}

2024-06-10/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/summary.json

@@ -0,0 +1,13 @@
+{
+    "model": "google/gemma-2b",
+    "commit": "25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5",
+    "config": "backend.cache_implementation=static,backend.torch_compile=True",
+    "metrics": {
+        "prefill.latency.mean": 0.014055791854858397,
+        "prefill.throughput.value": 498.01534287664083,
+        "decode.latency.mean": 1.5724798583984374,
+        "decode.throughput.value": 80.7641505369416,
+        "per_token.latency.mean": 0.012435026971719011,
+        "per_token.throughput.value": 80.41800007947715
+    }
+}

2024-06-10/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/multirun.yaml

@@ -0,0 +1,232 @@
+hydra:
+  run:
+    dir: _benchmark/tmpmdf92j8j/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmpmdf92j8j/commit=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmpmdf92j8j/commit\=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5
+    - hydra.run.dir=_benchmark/tmpmdf92j8j/commit\=25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5/${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: 2.3.0+cu121
+  _target_: optimum_benchmark.backends.pytorch.backend.PyTorchBackend
+  task: null
+  library: 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: {}
+  hub_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
+  latency: true
+  memory: 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
+  start_method: spawn
+environment:
+  cpu: ' AMD EPYC 7R32'
+  cpu_count: 16
+  cpu_ram_mb: 66697.29792
+  system: Linux
+  machine: x86_64
+  platform: Linux-5.10.217-205.860.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: 0.2.1
+  optimum_benchmark_commit: null
+  transformers_version: 4.42.0.dev0
+  transformers_commit: 25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5
+  accelerate_version: 0.32.0.dev0
+  accelerate_commit: null
+  diffusers_version: null
+  diffusers_commit: null
+  optimum_version: 1.21.0.dev0
+  optimum_commit: null
+  timm_version: 0.9.16
+  timm_commit: null
+  peft_version: 0.11.2.dev0
+  peft_commit: null

2024-06-10/summaries.json

@@ -0,0 +1,41 @@
+[
+    {
+        "model": "google/gemma-2b",
+        "commit": "25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5",
+        "config": "backend.cache_implementation=null,backend.torch_compile=False",
+        "metrics": {
+            "prefill.latency.mean": 0.020382543563842774,
+            "prefill.throughput.value": 343.43113155011315,
+            "decode.latency.mean": 2.425145751953125,
+            "decode.throughput.value": 52.3679865004892,
+            "per_token.latency.mean": 0.019167450524130356,
+            "per_token.throughput.value": 52.17177937885252
+        }
+    },
+    {
+        "model": "google/gemma-2b",
+        "commit": "25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5",
+        "config": "backend.cache_implementation=static,backend.torch_compile=False",
+        "metrics": {
+            "prefill.latency.mean": 0.02269580841064453,
+            "prefill.throughput.value": 308.4269955643853,
+            "decode.latency.mean": 2.5586441650390626,
+            "decode.throughput.value": 49.63566319041519,
+            "per_token.latency.mean": 0.020235656602580556,
+            "per_token.throughput.value": 49.41771940686495
+        }
+    },
+    {
+        "model": "google/gemma-2b",
+        "commit": "25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5",
+        "config": "backend.cache_implementation=static,backend.torch_compile=True",
+        "metrics": {
+            "prefill.latency.mean": 0.014055791854858397,
+            "prefill.throughput.value": 498.01534287664083,
+            "decode.latency.mean": 1.5724798583984374,
+            "decode.throughput.value": 80.7641505369416,
+            "per_token.latency.mean": 0.012435026971719011,
+            "per_token.throughput.value": 80.41800007947715
+        }
+    }
+]

2024-06-10/summary.json

@@ -0,0 +1,40 @@
+{
+    "google/gemma-2b": {
+        "backend.cache_implementation=null,backend.torch_compile=False": {
+            "25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5": {
+                "metrics": {
+                    "prefill.latency.mean": 0.020382543563842774,
+                    "prefill.throughput.value": 343.43113155011315,
+                    "decode.latency.mean": 2.425145751953125,
+                    "decode.throughput.value": 52.3679865004892,
+                    "per_token.latency.mean": 0.019167450524130356,
+                    "per_token.throughput.value": 52.17177937885252
+                }
+            }
+        },
+        "backend.cache_implementation=static,backend.torch_compile=False": {
+            "25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5": {
+                "metrics": {
+                    "prefill.latency.mean": 0.02269580841064453,
+                    "prefill.throughput.value": 308.4269955643853,
+                    "decode.latency.mean": 2.5586441650390626,
+                    "decode.throughput.value": 49.63566319041519,
+                    "per_token.latency.mean": 0.020235656602580556,
+                    "per_token.throughput.value": 49.41771940686495
+                }
+            }
+        },
+        "backend.cache_implementation=static,backend.torch_compile=True": {
+            "25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5": {
+                "metrics": {
+                    "prefill.latency.mean": 0.014055791854858397,
+                    "prefill.throughput.value": 498.01534287664083,
+                    "decode.latency.mean": 1.5724798583984374,
+                    "decode.throughput.value": 80.7641505369416,
+                    "per_token.latency.mean": 0.012435026971719011,
+                    "per_token.throughput.value": 80.41800007947715
+                }
+            }
+        }
+    }
+}