Upload folder using huggingface_hub

2024-08-25/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/config.yaml

@@ -0,0 +1,93 @@
+name: pytorch_generate
+backend:
+  name: pytorch
+  version: 2.4.0+cu121
+  _target_: optimum_benchmark.backends.pytorch.backend.PyTorchBackend
+  task: null
+  library: null
+  model_type: null
+  model: google/gemma-2b
+  processor: null
+  device: cuda
+  device_ids: '0'
+  seed: 42
+  inter_op_num_threads: null
+  intra_op_num_threads: null
+  model_kwargs: {}
+  processor_kwargs: {}
+  no_weights: true
+  device_map: null
+  torch_dtype: float16
+  eval_mode: true
+  to_bettertransformer: false
+  low_cpu_mem_usage: null
+  attn_implementation: null
+  cache_implementation: null
+  autocast_enabled: false
+  autocast_dtype: null
+  torch_compile: false
+  torch_compile_target: forward
+  torch_compile_config:
+    backend: inductor
+    mode: reduce-overhead
+    fullgraph: true
+  quantization_scheme: null
+  quantization_config: {}
+  deepspeed_inference: false
+  deepspeed_inference_config: {}
+  peft_type: null
+  peft_config: {}
+scenario:
+  name: inference
+  _target_: optimum_benchmark.scenarios.inference.scenario.InferenceScenario
+  iterations: 2
+  duration: 0
+  warmup_runs: 10
+  input_shapes:
+    batch_size: 1
+    sequence_length: 7
+  new_tokens: null
+  memory: true
+  latency: true
+  energy: false
+  forward_kwargs: {}
+  generate_kwargs:
+    max_new_tokens: 128
+    min_new_tokens: 128
+    do_sample: false
+  call_kwargs: {}
+launcher:
+  name: process
+  _target_: optimum_benchmark.launchers.process.launcher.ProcessLauncher
+  device_isolation: true
+  device_isolation_action: warn
+  numactl: false
+  numactl_kwargs: {}
+  start_method: spawn
+environment:
+  cpu: ' AMD EPYC 7R32'
+  cpu_count: 16
+  cpu_ram_mb: 66697.261056
+  system: Linux
+  machine: x86_64
+  platform: Linux-5.10.223-211.872.amzn2.x86_64-x86_64-with-glibc2.29
+  processor: x86_64
+  python_version: 3.8.10
+  gpu:
+  - NVIDIA A10G
+  gpu_count: 1
+  gpu_vram_mb: 24146608128
+  optimum_benchmark_version: 0.4.0
+  optimum_benchmark_commit: null
+  transformers_version: 4.45.0.dev0
+  transformers_commit: 0a7af19f4dc868bafc82f35eb7e8d13bac87a594
+  accelerate_version: 0.34.0.dev0
+  accelerate_commit: null
+  diffusers_version: null
+  diffusers_commit: null
+  optimum_version: 1.22.0.dev0
+  optimum_commit: null
+  timm_version: 0.9.16
+  timm_commit: null
+  peft_version: 0.12.1.dev0
+  peft_commit: null

2024-08-25/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmp80198tji/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmp80198tji/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmp80198tji/commit\=0a7af19f4dc868bafc82f35eb7e8d13bac87a594
+    - hydra.run.dir=_benchmark/tmp80198tji/commit\=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/${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/tmp80198tji/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False
+    choices:
+      backend: pytorch
+      launcher: process
+      scenario: inference
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: disabled
+      hydra/hydra_logging: disabled
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: basic
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false

2024-08-25/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/overrides.yaml

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

2024-08-25/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark.json

@@ -0,0 +1,473 @@
+{
+    "config": {
+        "name": "pytorch_generate",
+        "backend": {
+            "name": "pytorch",
+            "version": "2.4.0+cu121",
+            "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+            "task": "text-generation",
+            "library": "transformers",
+            "model_type": "gemma",
+            "model": "google/gemma-2b",
+            "processor": "google/gemma-2b",
+            "device": "cuda",
+            "device_ids": "0",
+            "seed": 42,
+            "inter_op_num_threads": null,
+            "intra_op_num_threads": null,
+            "model_kwargs": {},
+            "processor_kwargs": {},
+            "no_weights": true,
+            "device_map": null,
+            "torch_dtype": "float16",
+            "eval_mode": true,
+            "to_bettertransformer": false,
+            "low_cpu_mem_usage": null,
+            "attn_implementation": null,
+            "cache_implementation": null,
+            "autocast_enabled": false,
+            "autocast_dtype": null,
+            "torch_compile": false,
+            "torch_compile_target": "forward",
+            "torch_compile_config": {
+                "backend": "inductor",
+                "mode": "reduce-overhead",
+                "fullgraph": true
+            },
+            "quantization_scheme": null,
+            "quantization_config": {},
+            "deepspeed_inference": false,
+            "deepspeed_inference_config": {},
+            "peft_type": null,
+            "peft_config": {}
+        },
+        "scenario": {
+            "name": "inference",
+            "_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario",
+            "iterations": 2,
+            "duration": 0,
+            "warmup_runs": 10,
+            "input_shapes": {
+                "batch_size": 1,
+                "num_choices": 2,
+                "sequence_length": 7
+            },
+            "new_tokens": null,
+            "memory": true,
+            "latency": true,
+            "energy": false,
+            "forward_kwargs": {},
+            "generate_kwargs": {
+                "max_new_tokens": 128,
+                "min_new_tokens": 128,
+                "do_sample": false
+            },
+            "call_kwargs": {}
+        },
+        "launcher": {
+            "name": "process",
+            "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher",
+            "device_isolation": true,
+            "device_isolation_action": "warn",
+            "numactl": false,
+            "numactl_kwargs": {},
+            "start_method": "spawn"
+        },
+        "environment": {
+            "cpu": " AMD EPYC 7R32",
+            "cpu_count": 16,
+            "cpu_ram_mb": 66697.261056,
+            "system": "Linux",
+            "machine": "x86_64",
+            "platform": "Linux-5.10.223-211.872.amzn2.x86_64-x86_64-with-glibc2.29",
+            "processor": "x86_64",
+            "python_version": "3.8.10",
+            "gpu": [
+                "NVIDIA A10G"
+            ],
+            "gpu_count": 1,
+            "gpu_vram_mb": 24146608128,
+            "optimum_benchmark_version": "0.4.0",
+            "optimum_benchmark_commit": null,
+            "transformers_version": "4.45.0.dev0",
+            "transformers_commit": "0a7af19f4dc868bafc82f35eb7e8d13bac87a594",
+            "accelerate_version": "0.34.0.dev0",
+            "accelerate_commit": null,
+            "diffusers_version": null,
+            "diffusers_commit": null,
+            "optimum_version": "1.22.0.dev0",
+            "optimum_commit": null,
+            "timm_version": "0.9.16",
+            "timm_commit": null,
+            "peft_version": "0.12.1.dev0",
+            "peft_commit": null
+        }
+    },
+    "report": {
+        "load": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1318.424576,
+                "max_global_vram": 6768.033792,
+                "max_process_vram": 0.0,
+                "max_reserved": 6138.363904,
+                "max_allocated": 6060.931072
+            },
+            "latency": {
+                "unit": "s",
+                "count": 1,
+                "total": 11.836884765625,
+                "mean": 11.836884765625,
+                "stdev": 0.0,
+                "p50": 11.836884765625,
+                "p90": 11.836884765625,
+                "p95": 11.836884765625,
+                "p99": 11.836884765625,
+                "values": [
+                    11.836884765625
+                ]
+            },
+            "throughput": null,
+            "energy": null,
+            "efficiency": null
+        },
+        "prefill": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1717.055488,
+                "max_global_vram": 6789.005312,
+                "max_process_vram": 0.0,
+                "max_reserved": 6142.558208,
+                "max_allocated": 5028.431872
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 0.04161190414428711,
+                "mean": 0.020805952072143554,
+                "stdev": 3.6479949951172264e-05,
+                "p50": 0.020805952072143554,
+                "p90": 0.020835136032104493,
+                "p95": 0.02083878402709961,
+                "p99": 0.020841702423095704,
+                "values": [
+                    0.020769472122192382,
+                    0.020842432022094726
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 336.4421861459579
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "decode": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1771.589632,
+                "max_global_vram": 6793.199616,
+                "max_process_vram": 0.0,
+                "max_reserved": 6146.752512,
+                "max_allocated": 5031.801344
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 4.9493642578124994,
+                "mean": 2.4746821289062497,
+                "stdev": 0.002011474609375119,
+                "p50": 2.4746821289062497,
+                "p90": 2.47629130859375,
+                "p95": 2.4764924560546877,
+                "p99": 2.4766533740234378,
+                "values": [
+                    2.476693603515625,
+                    2.472670654296875
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 51.319722446991996
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "per_token": {
+            "memory": null,
+            "latency": {
+                "unit": "s",
+                "count": 254,
+                "total": 4.949048316955565,
+                "mean": 0.01948444219273845,
+                "stdev": 0.00020348130233360914,
+                "p50": 0.01946060848236084,
+                "p90": 0.019647385787963868,
+                "p95": 0.019899955081939695,
+                "p99": 0.0202538090133667,
+                "values": [
+                    0.019372032165527343,
+                    0.019372032165527343,
+                    0.019389440536499023,
+                    0.019386367797851564,
+                    0.019371007919311522,
+                    0.019384319305419923,
+                    0.019301408767700194,
+                    0.019208160400390625,
+                    0.01918156814575195,
+                    0.01921433639526367,
+                    0.01922764778137207,
+                    0.019336191177368164,
+                    0.019400703430175782,
+                    0.01944473648071289,
+                    0.019417087554931642,
+                    0.0194201602935791,
+                    0.0194334716796875,
+                    0.019506175994873046,
+                    0.019729408264160156,
+                    0.01947340774536133,
+                    0.020199424743652345,
+                    0.0196628475189209,
+                    0.019525632858276368,
+                    0.019672063827514647,
+                    0.019393535614013673,
+                    0.01943961524963379,
+                    0.01942019271850586,
+                    0.019378143310546873,
+                    0.01942937660217285,
+                    0.019405824661254883,
+                    0.01924608039855957,
+                    0.019500032424926757,
+                    0.019345407485961915,
+                    0.01948569679260254,
+                    0.01943142318725586,
+                    0.019363840103149413,
+                    0.019587072372436523,
+                    0.0194969596862793,
+                    0.01945599937438965,
+                    0.019506175994873046,
+                    0.01942425537109375,
+                    0.01944883155822754,
+                    0.019422208786010742,
+                    0.01946112060546875,
+                    0.019376127243041993,
+                    0.019406848907470704,
+                    0.01946009635925293,
+                    0.019333120346069335,
+                    0.01943756866455078,
+                    0.019414016723632813,
+                    0.019352575302124024,
+                    0.019374080657958984,
+                    0.019342336654663086,
+                    0.019400703430175782,
+                    0.019317760467529296,
+                    0.01942425537109375,
+                    0.019346431732177736,
+                    0.01958502388000488,
+                    0.019531776428222656,
+                    0.019606527328491212,
+                    0.019611648559570313,
+                    0.019598335266113282,
+                    0.019475456237792968,
+                    0.019557376861572266,
+                    0.019517440795898438,
+                    0.019545087814331053,
+                    0.019546112060546874,
+                    0.019527679443359376,
+                    0.019566591262817384,
+                    0.02002943992614746,
+                    0.019545087814331053,
+                    0.01944883155822754,
+                    0.020537343978881836,
+                    0.019549184799194336,
+                    0.019534847259521485,
+                    0.019522560119628905,
+                    0.019557376861572266,
+                    0.019703807830810546,
+                    0.019577856063842772,
+                    0.01940275192260742,
+                    0.019540992736816407,
+                    0.019548160552978516,
+                    0.019520511627197267,
+                    0.019536895751953123,
+                    0.019583999633789064,
+                    0.019607551574707033,
+                    0.019572736740112305,
+                    0.01963929557800293,
+                    0.019519487380981446,
+                    0.01944473648071289,
+                    0.019364864349365234,
+                    0.019207168579101562,
+                    0.019088384628295898,
+                    0.019284992218017577,
+                    0.019358720779418945,
+                    0.019332096099853514,
+                    0.019375104904174805,
+                    0.01939967918395996,
+                    0.019540992736816407,
+                    0.019581951141357423,
+                    0.019549184799194336,
+                    0.019490879058837892,
+                    0.019585983276367187,
+                    0.019612672805786133,
+                    0.01960857582092285,
+                    0.019562496185302734,
+                    0.019519487380981446,
+                    0.01958502388000488,
+                    0.019566591262817384,
+                    0.01947238349914551,
+                    0.019292160034179686,
+                    0.01923379135131836,
+                    0.01940787124633789,
+                    0.019348480224609374,
+                    0.019560447692871095,
+                    0.019495935440063478,
+                    0.0196495361328125,
+                    0.019570688247680663,
+                    0.019360767364501954,
+                    0.0195020809173584,
+                    0.02004684829711914,
+                    0.020002815246582033,
+                    0.019360767364501954,
+                    0.020315135955810547,
+                    0.020067327499389647,
+                    0.019767295837402343,
+                    0.01961881637573242,
+                    0.019388416290283202,
+                    0.01924812889099121,
+                    0.019562496185302734,
+                    0.019567615509033204,
+                    0.019346431732177736,
+                    0.019417152404785157,
+                    0.019419071197509765,
+                    0.01944883155822754,
+                    0.01944063949584961,
+                    0.019346431732177736,
+                    0.01943142318725586,
+                    0.019565568923950196,
+                    0.019342336654663086,
+                    0.01944371223449707,
+                    0.01945702362060547,
+                    0.019147775650024415,
+                    0.01923072052001953,
+                    0.019353599548339845,
+                    0.019895296096801757,
+                    0.01927065658569336,
+                    0.019150848388671874,
+                    0.019306495666503908,
+                    0.019393535614013673,
+                    0.019252223968505858,
+                    0.01922559928894043,
+                    0.01927475166320801,
+                    0.01928294372558594,
+                    0.019200000762939453,
+                    0.01940377616882324,
+                    0.019458047866821288,
+                    0.019438592910766602,
+                    0.019471359252929688,
+                    0.019286016464233398,
+                    0.019356672286987304,
+                    0.019697664260864257,
+                    0.01941913604736328,
+                    0.019385343551635743,
+                    0.01943552017211914,
+                    0.01926348876953125,
+                    0.019354623794555666,
+                    0.019300352096557616,
+                    0.019367935180664063,
+                    0.01930342483520508,
+                    0.019530752182006835,
+                    0.019306495666503908,
+                    0.01926553535461426,
+                    0.01923174476623535,
+                    0.019915775299072267,
+                    0.01921843147277832,
+                    0.01923481559753418,
+                    0.019017728805541992,
+                    0.01907302474975586,
+                    0.019273727416992188,
+                    0.01940275192260742,
+                    0.01943244743347168,
+                    0.01943142318725586,
+                    0.019396608352661132,
+                    0.019722240447998047,
+                    0.019558399200439454,
+                    0.019513343811035155,
+                    0.019533824920654298,
+                    0.019335168838500977,
+                    0.019698688507080078,
+                    0.0195020809173584,
+                    0.019554304122924804,
+                    0.019561471939086913,
+                    0.019361791610717775,
+                    0.01937919998168945,
+                    0.019591167449951173,
+                    0.019952640533447266,
+                    0.020016128540039063,
+                    0.01942425537109375,
+                    0.01925836753845215,
+                    0.01928704071044922,
+                    0.01927987289428711,
+                    0.019292160034179686,
+                    0.019567615509033204,
+                    0.019523584365844726,
+                    0.019422208786010742,
+                    0.019607551574707033,
+                    0.019753984451293945,
+                    0.019543039321899415,
+                    0.019491840362548828,
+                    0.019527679443359376,
+                    0.019567615509033204,
+                    0.01949286460876465,
+                    0.019400703430175782,
+                    0.019487743377685548,
+                    0.01948876762390137,
+                    0.019560447692871095,
+                    0.01931372833251953,
+                    0.01956447982788086,
+                    0.019417087554931642,
+                    0.019521535873413084,
+                    0.019317760467529296,
+                    0.019804159164428712,
+                    0.019577856063842772,
+                    0.019521535873413084,
+                    0.02045747184753418,
+                    0.020172800064086914,
+                    0.01964236831665039,
+                    0.019478527069091797,
+                    0.019565568923950196,
+                    0.019598335266113282,
+                    0.019490816116333007,
+                    0.019385343551635743,
+                    0.019485824584960936,
+                    0.019462015151977537,
+                    0.019536895751953123,
+                    0.019520511627197267,
+                    0.019612672805786133,
+                    0.019590143203735352,
+                    0.019568639755249022,
+                    0.01960550308227539,
+                    0.019908607482910155,
+                    0.019519487380981446,
+                    0.019528703689575197,
+                    0.01946931266784668,
+                    0.01949286460876465,
+                    0.01948876762390137,
+                    0.019711999893188475,
+                    0.019546112060546874,
+                    0.01941913604736328,
+                    0.019479551315307618,
+                    0.019404800415039062,
+                    0.01943244743347168,
+                    0.019556352615356445
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 51.32299863183584
+            },
+            "energy": null,
+            "efficiency": null
+        }
+    }
+}

2024-08-25/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark_config.json

@@ -0,0 +1,104 @@
+{
+    "name": "pytorch_generate",
+    "backend": {
+        "name": "pytorch",
+        "version": "2.4.0+cu121",
+        "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+        "task": "text-generation",
+        "library": "transformers",
+        "model_type": "gemma",
+        "model": "google/gemma-2b",
+        "processor": "google/gemma-2b",
+        "device": "cuda",
+        "device_ids": "0",
+        "seed": 42,
+        "inter_op_num_threads": null,
+        "intra_op_num_threads": null,
+        "model_kwargs": {},
+        "processor_kwargs": {},
+        "no_weights": true,
+        "device_map": null,
+        "torch_dtype": "float16",
+        "eval_mode": true,
+        "to_bettertransformer": false,
+        "low_cpu_mem_usage": null,
+        "attn_implementation": null,
+        "cache_implementation": null,
+        "autocast_enabled": false,
+        "autocast_dtype": null,
+        "torch_compile": false,
+        "torch_compile_target": "forward",
+        "torch_compile_config": {
+            "backend": "inductor",
+            "mode": "reduce-overhead",
+            "fullgraph": true
+        },
+        "quantization_scheme": null,
+        "quantization_config": {},
+        "deepspeed_inference": false,
+        "deepspeed_inference_config": {},
+        "peft_type": null,
+        "peft_config": {}
+    },
+    "scenario": {
+        "name": "inference",
+        "_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario",
+        "iterations": 2,
+        "duration": 0,
+        "warmup_runs": 10,
+        "input_shapes": {
+            "batch_size": 1,
+            "num_choices": 2,
+            "sequence_length": 7
+        },
+        "new_tokens": null,
+        "memory": true,
+        "latency": true,
+        "energy": false,
+        "forward_kwargs": {},
+        "generate_kwargs": {
+            "max_new_tokens": 128,
+            "min_new_tokens": 128,
+            "do_sample": false
+        },
+        "call_kwargs": {}
+    },
+    "launcher": {
+        "name": "process",
+        "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher",
+        "device_isolation": true,
+        "device_isolation_action": "warn",
+        "numactl": false,
+        "numactl_kwargs": {},
+        "start_method": "spawn"
+    },
+    "environment": {
+        "cpu": " AMD EPYC 7R32",
+        "cpu_count": 16,
+        "cpu_ram_mb": 66697.261056,
+        "system": "Linux",
+        "machine": "x86_64",
+        "platform": "Linux-5.10.223-211.872.amzn2.x86_64-x86_64-with-glibc2.29",
+        "processor": "x86_64",
+        "python_version": "3.8.10",
+        "gpu": [
+            "NVIDIA A10G"
+        ],
+        "gpu_count": 1,
+        "gpu_vram_mb": 24146608128,
+        "optimum_benchmark_version": "0.4.0",
+        "optimum_benchmark_commit": null,
+        "transformers_version": "4.45.0.dev0",
+        "transformers_commit": "0a7af19f4dc868bafc82f35eb7e8d13bac87a594",
+        "accelerate_version": "0.34.0.dev0",
+        "accelerate_commit": null,
+        "diffusers_version": null,
+        "diffusers_commit": null,
+        "optimum_version": "1.22.0.dev0",
+        "optimum_commit": null,
+        "timm_version": "0.9.16",
+        "timm_commit": null,
+        "peft_version": "0.12.1.dev0",
+        "peft_commit": null
+    }
+}

2024-08-25/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark_report.json

@@ -0,0 +1,367 @@
+{
+    "load": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1318.424576,
+            "max_global_vram": 6768.033792,
+            "max_process_vram": 0.0,
+            "max_reserved": 6138.363904,
+            "max_allocated": 6060.931072
+        },
+        "latency": {
+            "unit": "s",
+            "count": 1,
+            "total": 11.836884765625,
+            "mean": 11.836884765625,
+            "stdev": 0.0,
+            "p50": 11.836884765625,
+            "p90": 11.836884765625,
+            "p95": 11.836884765625,
+            "p99": 11.836884765625,
+            "values": [
+                11.836884765625
+            ]
+        },
+        "throughput": null,
+        "energy": null,
+        "efficiency": null
+    },
+    "prefill": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1717.055488,
+            "max_global_vram": 6789.005312,
+            "max_process_vram": 0.0,
+            "max_reserved": 6142.558208,
+            "max_allocated": 5028.431872
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 0.04161190414428711,
+            "mean": 0.020805952072143554,
+            "stdev": 3.6479949951172264e-05,
+            "p50": 0.020805952072143554,
+            "p90": 0.020835136032104493,
+            "p95": 0.02083878402709961,
+            "p99": 0.020841702423095704,
+            "values": [
+                0.020769472122192382,
+                0.020842432022094726
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 336.4421861459579
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "decode": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1771.589632,
+            "max_global_vram": 6793.199616,
+            "max_process_vram": 0.0,
+            "max_reserved": 6146.752512,
+            "max_allocated": 5031.801344
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 4.9493642578124994,
+            "mean": 2.4746821289062497,
+            "stdev": 0.002011474609375119,
+            "p50": 2.4746821289062497,
+            "p90": 2.47629130859375,
+            "p95": 2.4764924560546877,
+            "p99": 2.4766533740234378,
+            "values": [
+                2.476693603515625,
+                2.472670654296875
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 51.319722446991996
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "per_token": {
+        "memory": null,
+        "latency": {
+            "unit": "s",
+            "count": 254,
+            "total": 4.949048316955565,
+            "mean": 0.01948444219273845,
+            "stdev": 0.00020348130233360914,
+            "p50": 0.01946060848236084,
+            "p90": 0.019647385787963868,
+            "p95": 0.019899955081939695,
+            "p99": 0.0202538090133667,
+            "values": [
+                0.019372032165527343,
+                0.019372032165527343,
+                0.019389440536499023,
+                0.019386367797851564,
+                0.019371007919311522,
+                0.019384319305419923,
+                0.019301408767700194,
+                0.019208160400390625,
+                0.01918156814575195,
+                0.01921433639526367,
+                0.01922764778137207,
+                0.019336191177368164,
+                0.019400703430175782,
+                0.01944473648071289,
+                0.019417087554931642,
+                0.0194201602935791,
+                0.0194334716796875,
+                0.019506175994873046,
+                0.019729408264160156,
+                0.01947340774536133,
+                0.020199424743652345,
+                0.0196628475189209,
+                0.019525632858276368,
+                0.019672063827514647,
+                0.019393535614013673,
+                0.01943961524963379,
+                0.01942019271850586,
+                0.019378143310546873,
+                0.01942937660217285,
+                0.019405824661254883,
+                0.01924608039855957,
+                0.019500032424926757,
+                0.019345407485961915,
+                0.01948569679260254,
+                0.01943142318725586,
+                0.019363840103149413,
+                0.019587072372436523,
+                0.0194969596862793,
+                0.01945599937438965,
+                0.019506175994873046,
+                0.01942425537109375,
+                0.01944883155822754,
+                0.019422208786010742,
+                0.01946112060546875,
+                0.019376127243041993,
+                0.019406848907470704,
+                0.01946009635925293,
+                0.019333120346069335,
+                0.01943756866455078,
+                0.019414016723632813,
+                0.019352575302124024,
+                0.019374080657958984,
+                0.019342336654663086,
+                0.019400703430175782,
+                0.019317760467529296,
+                0.01942425537109375,
+                0.019346431732177736,
+                0.01958502388000488,
+                0.019531776428222656,
+                0.019606527328491212,
+                0.019611648559570313,
+                0.019598335266113282,
+                0.019475456237792968,
+                0.019557376861572266,
+                0.019517440795898438,
+                0.019545087814331053,
+                0.019546112060546874,
+                0.019527679443359376,
+                0.019566591262817384,
+                0.02002943992614746,
+                0.019545087814331053,
+                0.01944883155822754,
+                0.020537343978881836,
+                0.019549184799194336,
+                0.019534847259521485,
+                0.019522560119628905,
+                0.019557376861572266,
+                0.019703807830810546,
+                0.019577856063842772,
+                0.01940275192260742,
+                0.019540992736816407,
+                0.019548160552978516,
+                0.019520511627197267,
+                0.019536895751953123,
+                0.019583999633789064,
+                0.019607551574707033,
+                0.019572736740112305,
+                0.01963929557800293,
+                0.019519487380981446,
+                0.01944473648071289,
+                0.019364864349365234,
+                0.019207168579101562,
+                0.019088384628295898,
+                0.019284992218017577,
+                0.019358720779418945,
+                0.019332096099853514,
+                0.019375104904174805,
+                0.01939967918395996,
+                0.019540992736816407,
+                0.019581951141357423,
+                0.019549184799194336,
+                0.019490879058837892,
+                0.019585983276367187,
+                0.019612672805786133,
+                0.01960857582092285,
+                0.019562496185302734,
+                0.019519487380981446,
+                0.01958502388000488,
+                0.019566591262817384,
+                0.01947238349914551,
+                0.019292160034179686,
+                0.01923379135131836,
+                0.01940787124633789,
+                0.019348480224609374,
+                0.019560447692871095,
+                0.019495935440063478,
+                0.0196495361328125,
+                0.019570688247680663,
+                0.019360767364501954,
+                0.0195020809173584,
+                0.02004684829711914,
+                0.020002815246582033,
+                0.019360767364501954,
+                0.020315135955810547,
+                0.020067327499389647,
+                0.019767295837402343,
+                0.01961881637573242,
+                0.019388416290283202,
+                0.01924812889099121,
+                0.019562496185302734,
+                0.019567615509033204,
+                0.019346431732177736,
+                0.019417152404785157,
+                0.019419071197509765,
+                0.01944883155822754,
+                0.01944063949584961,
+                0.019346431732177736,
+                0.01943142318725586,
+                0.019565568923950196,
+                0.019342336654663086,
+                0.01944371223449707,
+                0.01945702362060547,
+                0.019147775650024415,
+                0.01923072052001953,
+                0.019353599548339845,
+                0.019895296096801757,
+                0.01927065658569336,
+                0.019150848388671874,
+                0.019306495666503908,
+                0.019393535614013673,
+                0.019252223968505858,
+                0.01922559928894043,
+                0.01927475166320801,
+                0.01928294372558594,
+                0.019200000762939453,
+                0.01940377616882324,
+                0.019458047866821288,
+                0.019438592910766602,
+                0.019471359252929688,
+                0.019286016464233398,
+                0.019356672286987304,
+                0.019697664260864257,
+                0.01941913604736328,
+                0.019385343551635743,
+                0.01943552017211914,
+                0.01926348876953125,
+                0.019354623794555666,
+                0.019300352096557616,
+                0.019367935180664063,
+                0.01930342483520508,
+                0.019530752182006835,
+                0.019306495666503908,
+                0.01926553535461426,
+                0.01923174476623535,
+                0.019915775299072267,
+                0.01921843147277832,
+                0.01923481559753418,
+                0.019017728805541992,
+                0.01907302474975586,
+                0.019273727416992188,
+                0.01940275192260742,
+                0.01943244743347168,
+                0.01943142318725586,
+                0.019396608352661132,
+                0.019722240447998047,
+                0.019558399200439454,
+                0.019513343811035155,
+                0.019533824920654298,
+                0.019335168838500977,
+                0.019698688507080078,
+                0.0195020809173584,
+                0.019554304122924804,
+                0.019561471939086913,
+                0.019361791610717775,
+                0.01937919998168945,
+                0.019591167449951173,
+                0.019952640533447266,
+                0.020016128540039063,
+                0.01942425537109375,
+                0.01925836753845215,
+                0.01928704071044922,
+                0.01927987289428711,
+                0.019292160034179686,
+                0.019567615509033204,
+                0.019523584365844726,
+                0.019422208786010742,
+                0.019607551574707033,
+                0.019753984451293945,
+                0.019543039321899415,
+                0.019491840362548828,
+                0.019527679443359376,
+                0.019567615509033204,
+                0.01949286460876465,
+                0.019400703430175782,
+                0.019487743377685548,
+                0.01948876762390137,
+                0.019560447692871095,
+                0.01931372833251953,
+                0.01956447982788086,
+                0.019417087554931642,
+                0.019521535873413084,
+                0.019317760467529296,
+                0.019804159164428712,
+                0.019577856063842772,
+                0.019521535873413084,
+                0.02045747184753418,
+                0.020172800064086914,
+                0.01964236831665039,
+                0.019478527069091797,
+                0.019565568923950196,
+                0.019598335266113282,
+                0.019490816116333007,
+                0.019385343551635743,
+                0.019485824584960936,
+                0.019462015151977537,
+                0.019536895751953123,
+                0.019520511627197267,
+                0.019612672805786133,
+                0.019590143203735352,
+                0.019568639755249022,
+                0.01960550308227539,
+                0.019908607482910155,
+                0.019519487380981446,
+                0.019528703689575197,
+                0.01946931266784668,
+                0.01949286460876465,
+                0.01948876762390137,
+                0.019711999893188475,
+                0.019546112060546874,
+                0.01941913604736328,
+                0.019479551315307618,
+                0.019404800415039062,
+                0.01943244743347168,
+                0.019556352615356445
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 51.32299863183584
+        },
+        "energy": null,
+        "efficiency": null
+    }
+}

2024-08-25/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/summary.json

@@ -0,0 +1,13 @@
+{
+    "model": "google/gemma-2b",
+    "commit": "0a7af19f4dc868bafc82f35eb7e8d13bac87a594",
+    "config": "backend.cache_implementation=null,backend.torch_compile=False",
+    "metrics": {
+        "prefill.latency.mean": 0.020805952072143554,
+        "prefill.throughput.value": 336.4421861459579,
+        "decode.latency.mean": 2.4746821289062497,
+        "decode.throughput.value": 51.319722446991996,
+        "per_token.latency.mean": 0.01948444219273845,
+        "per_token.throughput.value": 51.32299863183584
+    }
+}

2024-08-25/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/config.yaml

@@ -0,0 +1,93 @@
+name: pytorch_generate
+backend:
+  name: pytorch
+  version: 2.4.0+cu121
+  _target_: optimum_benchmark.backends.pytorch.backend.PyTorchBackend
+  task: null
+  library: null
+  model_type: null
+  model: google/gemma-2b
+  processor: null
+  device: cuda
+  device_ids: '0'
+  seed: 42
+  inter_op_num_threads: null
+  intra_op_num_threads: null
+  model_kwargs: {}
+  processor_kwargs: {}
+  no_weights: true
+  device_map: null
+  torch_dtype: float16
+  eval_mode: true
+  to_bettertransformer: false
+  low_cpu_mem_usage: null
+  attn_implementation: null
+  cache_implementation: null
+  autocast_enabled: false
+  autocast_dtype: null
+  torch_compile: true
+  torch_compile_target: forward
+  torch_compile_config:
+    backend: inductor
+    mode: reduce-overhead
+    fullgraph: true
+  quantization_scheme: null
+  quantization_config: {}
+  deepspeed_inference: false
+  deepspeed_inference_config: {}
+  peft_type: null
+  peft_config: {}
+scenario:
+  name: inference
+  _target_: optimum_benchmark.scenarios.inference.scenario.InferenceScenario
+  iterations: 2
+  duration: 0
+  warmup_runs: 10
+  input_shapes:
+    batch_size: 1
+    sequence_length: 7
+  new_tokens: null
+  memory: true
+  latency: true
+  energy: false
+  forward_kwargs: {}
+  generate_kwargs:
+    max_new_tokens: 128
+    min_new_tokens: 128
+    do_sample: false
+  call_kwargs: {}
+launcher:
+  name: process
+  _target_: optimum_benchmark.launchers.process.launcher.ProcessLauncher
+  device_isolation: true
+  device_isolation_action: warn
+  numactl: false
+  numactl_kwargs: {}
+  start_method: spawn
+environment:
+  cpu: ' AMD EPYC 7R32'
+  cpu_count: 16
+  cpu_ram_mb: 66697.261056
+  system: Linux
+  machine: x86_64
+  platform: Linux-5.10.223-211.872.amzn2.x86_64-x86_64-with-glibc2.29
+  processor: x86_64
+  python_version: 3.8.10
+  gpu:
+  - NVIDIA A10G
+  gpu_count: 1
+  gpu_vram_mb: 24146608128
+  optimum_benchmark_version: 0.4.0
+  optimum_benchmark_commit: null
+  transformers_version: 4.45.0.dev0
+  transformers_commit: 0a7af19f4dc868bafc82f35eb7e8d13bac87a594
+  accelerate_version: 0.34.0.dev0
+  accelerate_commit: null
+  diffusers_version: null
+  diffusers_commit: null
+  optimum_version: 1.22.0.dev0
+  optimum_commit: null
+  timm_version: 0.9.16
+  timm_commit: null
+  peft_version: 0.12.1.dev0
+  peft_commit: null

2024-08-25/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmp80198tji/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmp80198tji/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmp80198tji/commit\=0a7af19f4dc868bafc82f35eb7e8d13bac87a594
+    - hydra.run.dir=_benchmark/tmp80198tji/commit\=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/${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/tmp80198tji/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True
+    choices:
+      backend: pytorch
+      launcher: process
+      scenario: inference
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: disabled
+      hydra/hydra_logging: disabled
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: basic
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false

2024-08-25/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/overrides.yaml

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

2024-08-25/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark.log

@@ -0,0 +1,2 @@
+[ISOLATED-PROCESS][2024-08-25 02:40:28,480][process][ERROR] - 	+ Sending traceback to main process
+[MAIN-PROCESS][2024-08-25 02:40:30,938][process][ERROR] - 	+ Received traceback from isolated process

2024-08-25/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark_config.json

@@ -0,0 +1,104 @@
+{
+    "name": "pytorch_generate",
+    "backend": {
+        "name": "pytorch",
+        "version": "2.4.0+cu121",
+        "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+        "task": "text-generation",
+        "library": "transformers",
+        "model_type": "gemma",
+        "model": "google/gemma-2b",
+        "processor": "google/gemma-2b",
+        "device": "cuda",
+        "device_ids": "0",
+        "seed": 42,
+        "inter_op_num_threads": null,
+        "intra_op_num_threads": null,
+        "model_kwargs": {},
+        "processor_kwargs": {},
+        "no_weights": true,
+        "device_map": null,
+        "torch_dtype": "float16",
+        "eval_mode": true,
+        "to_bettertransformer": false,
+        "low_cpu_mem_usage": null,
+        "attn_implementation": null,
+        "cache_implementation": null,
+        "autocast_enabled": false,
+        "autocast_dtype": null,
+        "torch_compile": true,
+        "torch_compile_target": "forward",
+        "torch_compile_config": {
+            "backend": "inductor",
+            "mode": "reduce-overhead",
+            "fullgraph": true
+        },
+        "quantization_scheme": null,
+        "quantization_config": {},
+        "deepspeed_inference": false,
+        "deepspeed_inference_config": {},
+        "peft_type": null,
+        "peft_config": {}
+    },
+    "scenario": {
+        "name": "inference",
+        "_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario",
+        "iterations": 2,
+        "duration": 0,
+        "warmup_runs": 10,
+        "input_shapes": {
+            "batch_size": 1,
+            "num_choices": 2,
+            "sequence_length": 7
+        },
+        "new_tokens": null,
+        "memory": true,
+        "latency": true,
+        "energy": false,
+        "forward_kwargs": {},
+        "generate_kwargs": {
+            "max_new_tokens": 128,
+            "min_new_tokens": 128,
+            "do_sample": false
+        },
+        "call_kwargs": {}
+    },
+    "launcher": {
+        "name": "process",
+        "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher",
+        "device_isolation": true,
+        "device_isolation_action": "warn",
+        "numactl": false,
+        "numactl_kwargs": {},
+        "start_method": "spawn"
+    },
+    "environment": {
+        "cpu": " AMD EPYC 7R32",
+        "cpu_count": 16,
+        "cpu_ram_mb": 66697.261056,
+        "system": "Linux",
+        "machine": "x86_64",
+        "platform": "Linux-5.10.223-211.872.amzn2.x86_64-x86_64-with-glibc2.29",
+        "processor": "x86_64",
+        "python_version": "3.8.10",
+        "gpu": [
+            "NVIDIA A10G"
+        ],
+        "gpu_count": 1,
+        "gpu_vram_mb": 24146608128,
+        "optimum_benchmark_version": "0.4.0",
+        "optimum_benchmark_commit": null,
+        "transformers_version": "4.45.0.dev0",
+        "transformers_commit": "0a7af19f4dc868bafc82f35eb7e8d13bac87a594",
+        "accelerate_version": "0.34.0.dev0",
+        "accelerate_commit": null,
+        "diffusers_version": null,
+        "diffusers_commit": null,
+        "optimum_version": "1.22.0.dev0",
+        "optimum_commit": null,
+        "timm_version": "0.9.16",
+        "timm_commit": null,
+        "peft_version": "0.12.1.dev0",
+        "peft_commit": null
+    }
+}

2024-08-25/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/config.yaml

@@ -0,0 +1,93 @@
+name: pytorch_generate
+backend:
+  name: pytorch
+  version: 2.4.0+cu121
+  _target_: optimum_benchmark.backends.pytorch.backend.PyTorchBackend
+  task: null
+  library: null
+  model_type: null
+  model: google/gemma-2b
+  processor: null
+  device: cuda
+  device_ids: '0'
+  seed: 42
+  inter_op_num_threads: null
+  intra_op_num_threads: null
+  model_kwargs: {}
+  processor_kwargs: {}
+  no_weights: true
+  device_map: null
+  torch_dtype: float16
+  eval_mode: true
+  to_bettertransformer: false
+  low_cpu_mem_usage: null
+  attn_implementation: null
+  cache_implementation: static
+  autocast_enabled: false
+  autocast_dtype: null
+  torch_compile: false
+  torch_compile_target: forward
+  torch_compile_config:
+    backend: inductor
+    mode: reduce-overhead
+    fullgraph: true
+  quantization_scheme: null
+  quantization_config: {}
+  deepspeed_inference: false
+  deepspeed_inference_config: {}
+  peft_type: null
+  peft_config: {}
+scenario:
+  name: inference
+  _target_: optimum_benchmark.scenarios.inference.scenario.InferenceScenario
+  iterations: 2
+  duration: 0
+  warmup_runs: 10
+  input_shapes:
+    batch_size: 1
+    sequence_length: 7
+  new_tokens: null
+  memory: true
+  latency: true
+  energy: false
+  forward_kwargs: {}
+  generate_kwargs:
+    max_new_tokens: 128
+    min_new_tokens: 128
+    do_sample: false
+  call_kwargs: {}
+launcher:
+  name: process
+  _target_: optimum_benchmark.launchers.process.launcher.ProcessLauncher
+  device_isolation: true
+  device_isolation_action: warn
+  numactl: false
+  numactl_kwargs: {}
+  start_method: spawn
+environment:
+  cpu: ' AMD EPYC 7R32'
+  cpu_count: 16
+  cpu_ram_mb: 66697.261056
+  system: Linux
+  machine: x86_64
+  platform: Linux-5.10.223-211.872.amzn2.x86_64-x86_64-with-glibc2.29
+  processor: x86_64
+  python_version: 3.8.10
+  gpu:
+  - NVIDIA A10G
+  gpu_count: 1
+  gpu_vram_mb: 24146608128
+  optimum_benchmark_version: 0.4.0
+  optimum_benchmark_commit: null
+  transformers_version: 4.45.0.dev0
+  transformers_commit: 0a7af19f4dc868bafc82f35eb7e8d13bac87a594
+  accelerate_version: 0.34.0.dev0
+  accelerate_commit: null
+  diffusers_version: null
+  diffusers_commit: null
+  optimum_version: 1.22.0.dev0
+  optimum_commit: null
+  timm_version: 0.9.16
+  timm_commit: null
+  peft_version: 0.12.1.dev0
+  peft_commit: null

2024-08-25/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmp80198tji/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmp80198tji/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmp80198tji/commit\=0a7af19f4dc868bafc82f35eb7e8d13bac87a594
+    - hydra.run.dir=_benchmark/tmp80198tji/commit\=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/${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/tmp80198tji/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False
+    choices:
+      backend: pytorch
+      launcher: process
+      scenario: inference
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: disabled
+      hydra/hydra_logging: disabled
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: basic
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false

2024-08-25/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/overrides.yaml

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

2024-08-25/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark.json

@@ -0,0 +1,473 @@
+{
+    "config": {
+        "name": "pytorch_generate",
+        "backend": {
+            "name": "pytorch",
+            "version": "2.4.0+cu121",
+            "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+            "task": "text-generation",
+            "library": "transformers",
+            "model_type": "gemma",
+            "model": "google/gemma-2b",
+            "processor": "google/gemma-2b",
+            "device": "cuda",
+            "device_ids": "0",
+            "seed": 42,
+            "inter_op_num_threads": null,
+            "intra_op_num_threads": null,
+            "model_kwargs": {},
+            "processor_kwargs": {},
+            "no_weights": true,
+            "device_map": null,
+            "torch_dtype": "float16",
+            "eval_mode": true,
+            "to_bettertransformer": false,
+            "low_cpu_mem_usage": null,
+            "attn_implementation": null,
+            "cache_implementation": "static",
+            "autocast_enabled": false,
+            "autocast_dtype": null,
+            "torch_compile": false,
+            "torch_compile_target": "forward",
+            "torch_compile_config": {
+                "backend": "inductor",
+                "mode": "reduce-overhead",
+                "fullgraph": true
+            },
+            "quantization_scheme": null,
+            "quantization_config": {},
+            "deepspeed_inference": false,
+            "deepspeed_inference_config": {},
+            "peft_type": null,
+            "peft_config": {}
+        },
+        "scenario": {
+            "name": "inference",
+            "_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario",
+            "iterations": 2,
+            "duration": 0,
+            "warmup_runs": 10,
+            "input_shapes": {
+                "batch_size": 1,
+                "num_choices": 2,
+                "sequence_length": 7
+            },
+            "new_tokens": null,
+            "memory": true,
+            "latency": true,
+            "energy": false,
+            "forward_kwargs": {},
+            "generate_kwargs": {
+                "max_new_tokens": 128,
+                "min_new_tokens": 128,
+                "do_sample": false
+            },
+            "call_kwargs": {}
+        },
+        "launcher": {
+            "name": "process",
+            "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher",
+            "device_isolation": true,
+            "device_isolation_action": "warn",
+            "numactl": false,
+            "numactl_kwargs": {},
+            "start_method": "spawn"
+        },
+        "environment": {
+            "cpu": " AMD EPYC 7R32",
+            "cpu_count": 16,
+            "cpu_ram_mb": 66697.261056,
+            "system": "Linux",
+            "machine": "x86_64",
+            "platform": "Linux-5.10.223-211.872.amzn2.x86_64-x86_64-with-glibc2.29",
+            "processor": "x86_64",
+            "python_version": "3.8.10",
+            "gpu": [
+                "NVIDIA A10G"
+            ],
+            "gpu_count": 1,
+            "gpu_vram_mb": 24146608128,
+            "optimum_benchmark_version": "0.4.0",
+            "optimum_benchmark_commit": null,
+            "transformers_version": "4.45.0.dev0",
+            "transformers_commit": "0a7af19f4dc868bafc82f35eb7e8d13bac87a594",
+            "accelerate_version": "0.34.0.dev0",
+            "accelerate_commit": null,
+            "diffusers_version": null,
+            "diffusers_commit": null,
+            "optimum_version": "1.22.0.dev0",
+            "optimum_commit": null,
+            "timm_version": "0.9.16",
+            "timm_commit": null,
+            "peft_version": "0.12.1.dev0",
+            "peft_commit": null
+        }
+    },
+    "report": {
+        "load": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1319.657472,
+                "max_global_vram": 6768.033792,
+                "max_process_vram": 0.0,
+                "max_reserved": 6138.363904,
+                "max_allocated": 6060.931072
+            },
+            "latency": {
+                "unit": "s",
+                "count": 1,
+                "total": 12.466306640625,
+                "mean": 12.466306640625,
+                "stdev": 0.0,
+                "p50": 12.466306640625,
+                "p90": 12.466306640625,
+                "p95": 12.466306640625,
+                "p99": 12.466306640625,
+                "values": [
+                    12.466306640625
+                ]
+            },
+            "throughput": null,
+            "energy": null,
+            "efficiency": null
+        },
+        "prefill": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1751.515136,
+                "max_global_vram": 6789.005312,
+                "max_process_vram": 0.0,
+                "max_reserved": 6142.558208,
+                "max_allocated": 5028.450816
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 0.04397520065307617,
+                "mean": 0.021987600326538084,
+                "stdev": 6.532859802245959e-05,
+                "p50": 0.021987600326538084,
+                "p90": 0.022039863204956055,
+                "p95": 0.0220463960647583,
+                "p99": 0.022051622352600095,
+                "values": [
+                    0.021922271728515626,
+                    0.022052928924560546
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 318.36125343570586
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "decode": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1776.451584,
+                "max_global_vram": 6793.199616,
+                "max_process_vram": 0.0,
+                "max_reserved": 6146.752512,
+                "max_allocated": 5031.820288
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 5.263006591796875,
+                "mean": 2.6315032958984377,
+                "stdev": 0.007253051757812434,
+                "p50": 2.6315032958984377,
+                "p90": 2.6373057373046875,
+                "p95": 2.6380310424804687,
+                "p99": 2.6386112866210936,
+                "values": [
+                    2.63875634765625,
+                    2.624250244140625
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 48.26138739706201
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "per_token": {
+            "memory": null,
+            "latency": {
+                "unit": "s",
+                "count": 254,
+                "total": 5.262742538452147,
+                "mean": 0.020719458812803734,
+                "stdev": 0.00044267072336821644,
+                "p50": 0.020717055320739745,
+                "p90": 0.02118236083984375,
+                "p95": 0.021277439880371094,
+                "p99": 0.021831383533477782,
+                "values": [
+                    0.02032640075683594,
+                    0.02064384078979492,
+                    0.021275648117065428,
+                    0.021175296783447265,
+                    0.021210111618041993,
+                    0.021155839920043946,
+                    0.021308416366577147,
+                    0.02120806312561035,
+                    0.021172224044799806,
+                    0.021151744842529296,
+                    0.021117952346801756,
+                    0.021207040786743164,
+                    0.021163007736206055,
+                    0.020986879348754883,
+                    0.0210882568359375,
+                    0.021126144409179686,
+                    0.02110361671447754,
+                    0.02109542465209961,
+                    0.021130239486694336,
+                    0.021177343368530274,
+                    0.02109132766723633,
+                    0.02107904052734375,
+                    0.021146623611450196,
+                    0.021114879608154297,
+                    0.02084864044189453,
+                    0.02122854423522949,
+                    0.02161664009094238,
+                    0.021186559677124024,
+                    0.02108006477355957,
+                    0.021038080215454103,
+                    0.021121023178100586,
+                    0.020273151397705077,
+                    0.020306943893432617,
+                    0.020307968139648438,
+                    0.02030899238586426,
+                    0.020144128799438478,
+                    0.020108287811279296,
+                    0.020162559509277343,
+                    0.02011238479614258,
+                    0.020091903686523437,
+                    0.020340736389160157,
+                    0.02065203285217285,
+                    0.02030899238586426,
+                    0.021086208343505858,
+                    0.0210882568359375,
+                    0.021109760284423826,
+                    0.021090303421020508,
+                    0.02027622413635254,
+                    0.02026905632019043,
+                    0.02087321662902832,
+                    0.021164031982421876,
+                    0.02124083137512207,
+                    0.021137407302856445,
+                    0.02027008056640625,
+                    0.02028441619873047,
+                    0.020445184707641603,
+                    0.020993024826049804,
+                    0.022408191680908202,
+                    0.022157312393188477,
+                    0.0212807674407959,
+                    0.02112512016296387,
+                    0.02105855941772461,
+                    0.020356096267700196,
+                    0.020295743942260743,
+                    0.020277183532714845,
+                    0.020288511276245116,
+                    0.0206059513092041,
+                    0.021113855361938477,
+                    0.02105036735534668,
+                    0.020339712142944336,
+                    0.02031001663208008,
+                    0.02027519989013672,
+                    0.02026393508911133,
+                    0.020279296875,
+                    0.020583423614501953,
+                    0.02128691291809082,
+                    0.02143129539489746,
+                    0.02123980712890625,
+                    0.02107187271118164,
+                    0.021009408950805664,
+                    0.02027622413635254,
+                    0.020287488937377928,
+                    0.02030182456970215,
+                    0.02026188850402832,
+                    0.020273151397705077,
+                    0.02027724838256836,
+                    0.020306943893432617,
+                    0.020271104812622072,
+                    0.02029363250732422,
+                    0.02165452766418457,
+                    0.021990400314331054,
+                    0.021184511184692383,
+                    0.021158912658691405,
+                    0.020355072021484375,
+                    0.020740095138549804,
+                    0.02109644889831543,
+                    0.02106572723388672,
+                    0.0210831356048584,
+                    0.021098495483398438,
+                    0.02120806312561035,
+                    0.021122047424316406,
+                    0.02105241584777832,
+                    0.02025369644165039,
+                    0.020264959335327147,
+                    0.02027519989013672,
+                    0.02024550437927246,
+                    0.02028339195251465,
+                    0.02066739273071289,
+                    0.021009408950805664,
+                    0.020298751831054687,
+                    0.02169036865234375,
+                    0.021412864685058593,
+                    0.021389312744140625,
+                    0.020339712142944336,
+                    0.02028441619873047,
+                    0.02028544044494629,
+                    0.020324352264404297,
+                    0.020256767272949217,
+                    0.020303871154785155,
+                    0.02028646469116211,
+                    0.020332544326782227,
+                    0.02069196891784668,
+                    0.02036735916137695,
+                    0.02025164794921875,
+                    0.02028339195251465,
+                    0.02027212715148926,
+                    0.020271104812622072,
+                    0.020281343460083007,
+                    0.02025984001159668,
+                    0.020246528625488282,
+                    0.02028646469116211,
+                    0.020246528625488282,
+                    0.020289535522460937,
+                    0.02025574493408203,
+                    0.02025062370300293,
+                    0.020231168746948244,
+                    0.02109542465209961,
+                    0.021006336212158205,
+                    0.02027724838256836,
+                    0.020986879348754883,
+                    0.02104115104675293,
+                    0.020986879348754883,
+                    0.020993024826049804,
+                    0.02083737564086914,
+                    0.020146175384521483,
+                    0.020607999801635742,
+                    0.020987903594970703,
+                    0.02110361671447754,
+                    0.021143552780151367,
+                    0.020290559768676757,
+                    0.02029779243469238,
+                    0.020270015716552733,
+                    0.02103193664550781,
+                    0.021126144409179686,
+                    0.02026905632019043,
+                    0.020239360809326173,
+                    0.02021683120727539,
+                    0.02030080032348633,
+                    0.020584447860717774,
+                    0.020995071411132812,
+                    0.021019647598266602,
+                    0.02028441619873047,
+                    0.02028646469116211,
+                    0.02028544044494629,
+                    0.020249599456787108,
+                    0.020985855102539062,
+                    0.021112831115722656,
+                    0.02107699203491211,
+                    0.020354047775268554,
+                    0.020624383926391602,
+                    0.020282367706298828,
+                    0.020556800842285155,
+                    0.02106982421875,
+                    0.021140480041503908,
+                    0.021109760284423826,
+                    0.021045248031616212,
+                    0.020981760025024415,
+                    0.021032960891723632,
+                    0.021137407302856445,
+                    0.020967424392700194,
+                    0.021020671844482423,
+                    0.021020671844482423,
+                    0.021001216888427734,
+                    0.020262912750244142,
+                    0.02124492835998535,
+                    0.02104319953918457,
+                    0.02103398323059082,
+                    0.02102374458312988,
+                    0.021038080215454103,
+                    0.02106470489501953,
+                    0.021176319122314453,
+                    0.02110771179199219,
+                    0.02128486442565918,
+                    0.02122854423522949,
+                    0.020331520080566406,
+                    0.020814847946166993,
+                    0.020702207565307617,
+                    0.020967424392700194,
+                    0.020340736389160157,
+                    0.020337663650512695,
+                    0.020306943893432617,
+                    0.020254720687866212,
+                    0.02027212715148926,
+                    0.020428800582885744,
+                    0.02106675148010254,
+                    0.02104832077026367,
+                    0.021038080215454103,
+                    0.02026905632019043,
+                    0.02026700782775879,
+                    0.02026188850402832,
+                    0.020908031463623047,
+                    0.02109235191345215,
+                    0.020312063217163084,
+                    0.02029363250732422,
+                    0.020222976684570314,
+                    0.02027622413635254,
+                    0.020248575210571287,
+                    0.021013504028320314,
+                    0.021006336212158205,
+                    0.02105753517150879,
+                    0.02029363250732422,
+                    0.020341760635375978,
+                    0.020291584014892578,
+                    0.020892671585083008,
+                    0.020265983581542968,
+                    0.020315135955810547,
+                    0.020298751831054687,
+                    0.020289535522460937,
+                    0.02033459281921387,
+                    0.020205568313598633,
+                    0.020762624740600585,
+                    0.020731903076171874,
+                    0.020634624481201173,
+                    0.021153791427612305,
+                    0.02106265640258789,
+                    0.02104115104675293,
+                    0.021112831115722656,
+                    0.02106879997253418,
+                    0.021004287719726563,
+                    0.020297727584838866,
+                    0.02019430351257324,
+                    0.02023526382446289,
+                    0.02026393508911133,
+                    0.02126848030090332,
+                    0.021097471237182617,
+                    0.021089279174804687,
+                    0.020982784271240236,
+                    0.02025984001159668,
+                    0.020321279525756835,
+                    0.02031001663208008,
+                    0.020281343460083007,
+                    0.0202926082611084,
+                    0.020301855087280274,
+                    0.02033558464050293
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 48.26380886850399
+            },
+            "energy": null,
+            "efficiency": null
+        }
+    }
+}

2024-08-25/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark_config.json

@@ -0,0 +1,104 @@
+{
+    "name": "pytorch_generate",
+    "backend": {
+        "name": "pytorch",
+        "version": "2.4.0+cu121",
+        "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+        "task": "text-generation",
+        "library": "transformers",
+        "model_type": "gemma",
+        "model": "google/gemma-2b",
+        "processor": "google/gemma-2b",
+        "device": "cuda",
+        "device_ids": "0",
+        "seed": 42,
+        "inter_op_num_threads": null,
+        "intra_op_num_threads": null,
+        "model_kwargs": {},
+        "processor_kwargs": {},
+        "no_weights": true,
+        "device_map": null,
+        "torch_dtype": "float16",
+        "eval_mode": true,
+        "to_bettertransformer": false,
+        "low_cpu_mem_usage": null,
+        "attn_implementation": null,
+        "cache_implementation": "static",
+        "autocast_enabled": false,
+        "autocast_dtype": null,
+        "torch_compile": false,
+        "torch_compile_target": "forward",
+        "torch_compile_config": {
+            "backend": "inductor",
+            "mode": "reduce-overhead",
+            "fullgraph": true
+        },
+        "quantization_scheme": null,
+        "quantization_config": {},
+        "deepspeed_inference": false,
+        "deepspeed_inference_config": {},
+        "peft_type": null,
+        "peft_config": {}
+    },
+    "scenario": {
+        "name": "inference",
+        "_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario",
+        "iterations": 2,
+        "duration": 0,
+        "warmup_runs": 10,
+        "input_shapes": {
+            "batch_size": 1,
+            "num_choices": 2,
+            "sequence_length": 7
+        },
+        "new_tokens": null,
+        "memory": true,
+        "latency": true,
+        "energy": false,
+        "forward_kwargs": {},
+        "generate_kwargs": {
+            "max_new_tokens": 128,
+            "min_new_tokens": 128,
+            "do_sample": false
+        },
+        "call_kwargs": {}
+    },
+    "launcher": {
+        "name": "process",
+        "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher",
+        "device_isolation": true,
+        "device_isolation_action": "warn",
+        "numactl": false,
+        "numactl_kwargs": {},
+        "start_method": "spawn"
+    },
+    "environment": {
+        "cpu": " AMD EPYC 7R32",
+        "cpu_count": 16,
+        "cpu_ram_mb": 66697.261056,
+        "system": "Linux",
+        "machine": "x86_64",
+        "platform": "Linux-5.10.223-211.872.amzn2.x86_64-x86_64-with-glibc2.29",
+        "processor": "x86_64",
+        "python_version": "3.8.10",
+        "gpu": [
+            "NVIDIA A10G"
+        ],
+        "gpu_count": 1,
+        "gpu_vram_mb": 24146608128,
+        "optimum_benchmark_version": "0.4.0",
+        "optimum_benchmark_commit": null,
+        "transformers_version": "4.45.0.dev0",
+        "transformers_commit": "0a7af19f4dc868bafc82f35eb7e8d13bac87a594",
+        "accelerate_version": "0.34.0.dev0",
+        "accelerate_commit": null,
+        "diffusers_version": null,
+        "diffusers_commit": null,
+        "optimum_version": "1.22.0.dev0",
+        "optimum_commit": null,
+        "timm_version": "0.9.16",
+        "timm_commit": null,
+        "peft_version": "0.12.1.dev0",
+        "peft_commit": null
+    }
+}

2024-08-25/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark_report.json

@@ -0,0 +1,367 @@
+{
+    "load": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1319.657472,
+            "max_global_vram": 6768.033792,
+            "max_process_vram": 0.0,
+            "max_reserved": 6138.363904,
+            "max_allocated": 6060.931072
+        },
+        "latency": {
+            "unit": "s",
+            "count": 1,
+            "total": 12.466306640625,
+            "mean": 12.466306640625,
+            "stdev": 0.0,
+            "p50": 12.466306640625,
+            "p90": 12.466306640625,
+            "p95": 12.466306640625,
+            "p99": 12.466306640625,
+            "values": [
+                12.466306640625
+            ]
+        },
+        "throughput": null,
+        "energy": null,
+        "efficiency": null
+    },
+    "prefill": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1751.515136,
+            "max_global_vram": 6789.005312,
+            "max_process_vram": 0.0,
+            "max_reserved": 6142.558208,
+            "max_allocated": 5028.450816
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 0.04397520065307617,
+            "mean": 0.021987600326538084,
+            "stdev": 6.532859802245959e-05,
+            "p50": 0.021987600326538084,
+            "p90": 0.022039863204956055,
+            "p95": 0.0220463960647583,
+            "p99": 0.022051622352600095,
+            "values": [
+                0.021922271728515626,
+                0.022052928924560546
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 318.36125343570586
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "decode": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1776.451584,
+            "max_global_vram": 6793.199616,
+            "max_process_vram": 0.0,
+            "max_reserved": 6146.752512,
+            "max_allocated": 5031.820288
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 5.263006591796875,
+            "mean": 2.6315032958984377,
+            "stdev": 0.007253051757812434,
+            "p50": 2.6315032958984377,
+            "p90": 2.6373057373046875,
+            "p95": 2.6380310424804687,
+            "p99": 2.6386112866210936,
+            "values": [
+                2.63875634765625,
+                2.624250244140625
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 48.26138739706201
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "per_token": {
+        "memory": null,
+        "latency": {
+            "unit": "s",
+            "count": 254,
+            "total": 5.262742538452147,
+            "mean": 0.020719458812803734,
+            "stdev": 0.00044267072336821644,
+            "p50": 0.020717055320739745,
+            "p90": 0.02118236083984375,
+            "p95": 0.021277439880371094,
+            "p99": 0.021831383533477782,
+            "values": [
+                0.02032640075683594,
+                0.02064384078979492,
+                0.021275648117065428,
+                0.021175296783447265,
+                0.021210111618041993,
+                0.021155839920043946,
+                0.021308416366577147,
+                0.02120806312561035,
+                0.021172224044799806,
+                0.021151744842529296,
+                0.021117952346801756,
+                0.021207040786743164,
+                0.021163007736206055,
+                0.020986879348754883,
+                0.0210882568359375,
+                0.021126144409179686,
+                0.02110361671447754,
+                0.02109542465209961,
+                0.021130239486694336,
+                0.021177343368530274,
+                0.02109132766723633,
+                0.02107904052734375,
+                0.021146623611450196,
+                0.021114879608154297,
+                0.02084864044189453,
+                0.02122854423522949,
+                0.02161664009094238,
+                0.021186559677124024,
+                0.02108006477355957,
+                0.021038080215454103,
+                0.021121023178100586,
+                0.020273151397705077,
+                0.020306943893432617,
+                0.020307968139648438,
+                0.02030899238586426,
+                0.020144128799438478,
+                0.020108287811279296,
+                0.020162559509277343,
+                0.02011238479614258,
+                0.020091903686523437,
+                0.020340736389160157,
+                0.02065203285217285,
+                0.02030899238586426,
+                0.021086208343505858,
+                0.0210882568359375,
+                0.021109760284423826,
+                0.021090303421020508,
+                0.02027622413635254,
+                0.02026905632019043,
+                0.02087321662902832,
+                0.021164031982421876,
+                0.02124083137512207,
+                0.021137407302856445,
+                0.02027008056640625,
+                0.02028441619873047,
+                0.020445184707641603,
+                0.020993024826049804,
+                0.022408191680908202,
+                0.022157312393188477,
+                0.0212807674407959,
+                0.02112512016296387,
+                0.02105855941772461,
+                0.020356096267700196,
+                0.020295743942260743,
+                0.020277183532714845,
+                0.020288511276245116,
+                0.0206059513092041,
+                0.021113855361938477,
+                0.02105036735534668,
+                0.020339712142944336,
+                0.02031001663208008,
+                0.02027519989013672,
+                0.02026393508911133,
+                0.020279296875,
+                0.020583423614501953,
+                0.02128691291809082,
+                0.02143129539489746,
+                0.02123980712890625,
+                0.02107187271118164,
+                0.021009408950805664,
+                0.02027622413635254,
+                0.020287488937377928,
+                0.02030182456970215,
+                0.02026188850402832,
+                0.020273151397705077,
+                0.02027724838256836,
+                0.020306943893432617,
+                0.020271104812622072,
+                0.02029363250732422,
+                0.02165452766418457,
+                0.021990400314331054,
+                0.021184511184692383,
+                0.021158912658691405,
+                0.020355072021484375,
+                0.020740095138549804,
+                0.02109644889831543,
+                0.02106572723388672,
+                0.0210831356048584,
+                0.021098495483398438,
+                0.02120806312561035,
+                0.021122047424316406,
+                0.02105241584777832,
+                0.02025369644165039,
+                0.020264959335327147,
+                0.02027519989013672,
+                0.02024550437927246,
+                0.02028339195251465,
+                0.02066739273071289,
+                0.021009408950805664,
+                0.020298751831054687,
+                0.02169036865234375,
+                0.021412864685058593,
+                0.021389312744140625,
+                0.020339712142944336,
+                0.02028441619873047,
+                0.02028544044494629,
+                0.020324352264404297,
+                0.020256767272949217,
+                0.020303871154785155,
+                0.02028646469116211,
+                0.020332544326782227,
+                0.02069196891784668,
+                0.02036735916137695,
+                0.02025164794921875,
+                0.02028339195251465,
+                0.02027212715148926,
+                0.020271104812622072,
+                0.020281343460083007,
+                0.02025984001159668,
+                0.020246528625488282,
+                0.02028646469116211,
+                0.020246528625488282,
+                0.020289535522460937,
+                0.02025574493408203,
+                0.02025062370300293,
+                0.020231168746948244,
+                0.02109542465209961,
+                0.021006336212158205,
+                0.02027724838256836,
+                0.020986879348754883,
+                0.02104115104675293,
+                0.020986879348754883,
+                0.020993024826049804,
+                0.02083737564086914,
+                0.020146175384521483,
+                0.020607999801635742,
+                0.020987903594970703,
+                0.02110361671447754,
+                0.021143552780151367,
+                0.020290559768676757,
+                0.02029779243469238,
+                0.020270015716552733,
+                0.02103193664550781,
+                0.021126144409179686,
+                0.02026905632019043,
+                0.020239360809326173,
+                0.02021683120727539,
+                0.02030080032348633,
+                0.020584447860717774,
+                0.020995071411132812,
+                0.021019647598266602,
+                0.02028441619873047,
+                0.02028646469116211,
+                0.02028544044494629,
+                0.020249599456787108,
+                0.020985855102539062,
+                0.021112831115722656,
+                0.02107699203491211,
+                0.020354047775268554,
+                0.020624383926391602,
+                0.020282367706298828,
+                0.020556800842285155,
+                0.02106982421875,
+                0.021140480041503908,
+                0.021109760284423826,
+                0.021045248031616212,
+                0.020981760025024415,
+                0.021032960891723632,
+                0.021137407302856445,
+                0.020967424392700194,
+                0.021020671844482423,
+                0.021020671844482423,
+                0.021001216888427734,
+                0.020262912750244142,
+                0.02124492835998535,
+                0.02104319953918457,
+                0.02103398323059082,
+                0.02102374458312988,
+                0.021038080215454103,
+                0.02106470489501953,
+                0.021176319122314453,
+                0.02110771179199219,
+                0.02128486442565918,
+                0.02122854423522949,
+                0.020331520080566406,
+                0.020814847946166993,
+                0.020702207565307617,
+                0.020967424392700194,
+                0.020340736389160157,
+                0.020337663650512695,
+                0.020306943893432617,
+                0.020254720687866212,
+                0.02027212715148926,
+                0.020428800582885744,
+                0.02106675148010254,
+                0.02104832077026367,
+                0.021038080215454103,
+                0.02026905632019043,
+                0.02026700782775879,
+                0.02026188850402832,
+                0.020908031463623047,
+                0.02109235191345215,
+                0.020312063217163084,
+                0.02029363250732422,
+                0.020222976684570314,
+                0.02027622413635254,
+                0.020248575210571287,
+                0.021013504028320314,
+                0.021006336212158205,
+                0.02105753517150879,
+                0.02029363250732422,
+                0.020341760635375978,
+                0.020291584014892578,
+                0.020892671585083008,
+                0.020265983581542968,
+                0.020315135955810547,
+                0.020298751831054687,
+                0.020289535522460937,
+                0.02033459281921387,
+                0.020205568313598633,
+                0.020762624740600585,
+                0.020731903076171874,
+                0.020634624481201173,
+                0.021153791427612305,
+                0.02106265640258789,
+                0.02104115104675293,
+                0.021112831115722656,
+                0.02106879997253418,
+                0.021004287719726563,
+                0.020297727584838866,
+                0.02019430351257324,
+                0.02023526382446289,
+                0.02026393508911133,
+                0.02126848030090332,
+                0.021097471237182617,
+                0.021089279174804687,
+                0.020982784271240236,
+                0.02025984001159668,
+                0.020321279525756835,
+                0.02031001663208008,
+                0.020281343460083007,
+                0.0202926082611084,
+                0.020301855087280274,
+                0.02033558464050293
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 48.26380886850399
+        },
+        "energy": null,
+        "efficiency": null
+    }
+}

2024-08-25/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/summary.json

@@ -0,0 +1,13 @@
+{
+    "model": "google/gemma-2b",
+    "commit": "0a7af19f4dc868bafc82f35eb7e8d13bac87a594",
+    "config": "backend.cache_implementation=static,backend.torch_compile=False",
+    "metrics": {
+        "prefill.latency.mean": 0.021987600326538084,
+        "prefill.throughput.value": 318.36125343570586,
+        "decode.latency.mean": 2.6315032958984377,
+        "decode.throughput.value": 48.26138739706201,
+        "per_token.latency.mean": 0.020719458812803734,
+        "per_token.throughput.value": 48.26380886850399
+    }
+}

2024-08-25/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/config.yaml

@@ -0,0 +1,93 @@
+name: pytorch_generate
+backend:
+  name: pytorch
+  version: 2.4.0+cu121
+  _target_: optimum_benchmark.backends.pytorch.backend.PyTorchBackend
+  task: null
+  library: null
+  model_type: null
+  model: google/gemma-2b
+  processor: null
+  device: cuda
+  device_ids: '0'
+  seed: 42
+  inter_op_num_threads: null
+  intra_op_num_threads: null
+  model_kwargs: {}
+  processor_kwargs: {}
+  no_weights: true
+  device_map: null
+  torch_dtype: float16
+  eval_mode: true
+  to_bettertransformer: false
+  low_cpu_mem_usage: null
+  attn_implementation: null
+  cache_implementation: static
+  autocast_enabled: false
+  autocast_dtype: null
+  torch_compile: true
+  torch_compile_target: forward
+  torch_compile_config:
+    backend: inductor
+    mode: reduce-overhead
+    fullgraph: true
+  quantization_scheme: null
+  quantization_config: {}
+  deepspeed_inference: false
+  deepspeed_inference_config: {}
+  peft_type: null
+  peft_config: {}
+scenario:
+  name: inference
+  _target_: optimum_benchmark.scenarios.inference.scenario.InferenceScenario
+  iterations: 2
+  duration: 0
+  warmup_runs: 10
+  input_shapes:
+    batch_size: 1
+    sequence_length: 7
+  new_tokens: null
+  memory: true
+  latency: true
+  energy: false
+  forward_kwargs: {}
+  generate_kwargs:
+    max_new_tokens: 128
+    min_new_tokens: 128
+    do_sample: false
+  call_kwargs: {}
+launcher:
+  name: process
+  _target_: optimum_benchmark.launchers.process.launcher.ProcessLauncher
+  device_isolation: true
+  device_isolation_action: warn
+  numactl: false
+  numactl_kwargs: {}
+  start_method: spawn
+environment:
+  cpu: ' AMD EPYC 7R32'
+  cpu_count: 16
+  cpu_ram_mb: 66697.261056
+  system: Linux
+  machine: x86_64
+  platform: Linux-5.10.223-211.872.amzn2.x86_64-x86_64-with-glibc2.29
+  processor: x86_64
+  python_version: 3.8.10
+  gpu:
+  - NVIDIA A10G
+  gpu_count: 1
+  gpu_vram_mb: 24146608128
+  optimum_benchmark_version: 0.4.0
+  optimum_benchmark_commit: null
+  transformers_version: 4.45.0.dev0
+  transformers_commit: 0a7af19f4dc868bafc82f35eb7e8d13bac87a594
+  accelerate_version: 0.34.0.dev0
+  accelerate_commit: null
+  diffusers_version: null
+  diffusers_commit: null
+  optimum_version: 1.22.0.dev0
+  optimum_commit: null
+  timm_version: 0.9.16
+  timm_commit: null
+  peft_version: 0.12.1.dev0
+  peft_commit: null

2024-08-25/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmp80198tji/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmp80198tji/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmp80198tji/commit\=0a7af19f4dc868bafc82f35eb7e8d13bac87a594
+    - hydra.run.dir=_benchmark/tmp80198tji/commit\=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/${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/tmp80198tji/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True
+    choices:
+      backend: pytorch
+      launcher: process
+      scenario: inference
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: disabled
+      hydra/hydra_logging: disabled
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: basic
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false

2024-08-25/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/overrides.yaml

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

2024-08-25/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark.json

@@ -0,0 +1,473 @@
+{
+    "config": {
+        "name": "pytorch_generate",
+        "backend": {
+            "name": "pytorch",
+            "version": "2.4.0+cu121",
+            "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+            "task": "text-generation",
+            "library": "transformers",
+            "model_type": "gemma",
+            "model": "google/gemma-2b",
+            "processor": "google/gemma-2b",
+            "device": "cuda",
+            "device_ids": "0",
+            "seed": 42,
+            "inter_op_num_threads": null,
+            "intra_op_num_threads": null,
+            "model_kwargs": {},
+            "processor_kwargs": {},
+            "no_weights": true,
+            "device_map": null,
+            "torch_dtype": "float16",
+            "eval_mode": true,
+            "to_bettertransformer": false,
+            "low_cpu_mem_usage": null,
+            "attn_implementation": null,
+            "cache_implementation": "static",
+            "autocast_enabled": false,
+            "autocast_dtype": null,
+            "torch_compile": true,
+            "torch_compile_target": "forward",
+            "torch_compile_config": {
+                "backend": "inductor",
+                "mode": "reduce-overhead",
+                "fullgraph": true
+            },
+            "quantization_scheme": null,
+            "quantization_config": {},
+            "deepspeed_inference": false,
+            "deepspeed_inference_config": {},
+            "peft_type": null,
+            "peft_config": {}
+        },
+        "scenario": {
+            "name": "inference",
+            "_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario",
+            "iterations": 2,
+            "duration": 0,
+            "warmup_runs": 10,
+            "input_shapes": {
+                "batch_size": 1,
+                "num_choices": 2,
+                "sequence_length": 7
+            },
+            "new_tokens": null,
+            "memory": true,
+            "latency": true,
+            "energy": false,
+            "forward_kwargs": {},
+            "generate_kwargs": {
+                "max_new_tokens": 128,
+                "min_new_tokens": 128,
+                "do_sample": false
+            },
+            "call_kwargs": {}
+        },
+        "launcher": {
+            "name": "process",
+            "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher",
+            "device_isolation": true,
+            "device_isolation_action": "warn",
+            "numactl": false,
+            "numactl_kwargs": {},
+            "start_method": "spawn"
+        },
+        "environment": {
+            "cpu": " AMD EPYC 7R32",
+            "cpu_count": 16,
+            "cpu_ram_mb": 66697.261056,
+            "system": "Linux",
+            "machine": "x86_64",
+            "platform": "Linux-5.10.223-211.872.amzn2.x86_64-x86_64-with-glibc2.29",
+            "processor": "x86_64",
+            "python_version": "3.8.10",
+            "gpu": [
+                "NVIDIA A10G"
+            ],
+            "gpu_count": 1,
+            "gpu_vram_mb": 24146608128,
+            "optimum_benchmark_version": "0.4.0",
+            "optimum_benchmark_commit": null,
+            "transformers_version": "4.45.0.dev0",
+            "transformers_commit": "0a7af19f4dc868bafc82f35eb7e8d13bac87a594",
+            "accelerate_version": "0.34.0.dev0",
+            "accelerate_commit": null,
+            "diffusers_version": null,
+            "diffusers_commit": null,
+            "optimum_version": "1.22.0.dev0",
+            "optimum_commit": null,
+            "timm_version": "0.9.16",
+            "timm_commit": null,
+            "peft_version": "0.12.1.dev0",
+            "peft_commit": null
+        }
+    },
+    "report": {
+        "load": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1337.503744,
+                "max_global_vram": 6768.033792,
+                "max_process_vram": 0.0,
+                "max_reserved": 6138.363904,
+                "max_allocated": 6060.931072
+            },
+            "latency": {
+                "unit": "s",
+                "count": 1,
+                "total": 13.27793359375,
+                "mean": 13.27793359375,
+                "stdev": 0.0,
+                "p50": 13.27793359375,
+                "p90": 13.27793359375,
+                "p95": 13.27793359375,
+                "p99": 13.27793359375,
+                "values": [
+                    13.27793359375
+                ]
+            },
+            "throughput": null,
+            "energy": null,
+            "efficiency": null
+        },
+        "prefill": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1896.452096,
+                "max_global_vram": 6789.005312,
+                "max_process_vram": 0.0,
+                "max_reserved": 6138.363904,
+                "max_allocated": 5278.596608
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 0.028248640060424803,
+                "mean": 0.014124320030212401,
+                "stdev": 0.00015500831604003864,
+                "p50": 0.014124320030212401,
+                "p90": 0.014248326683044434,
+                "p95": 0.014263827514648436,
+                "p99": 0.01427622817993164,
+                "values": [
+                    0.013969311714172363,
+                    0.01427932834625244
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 495.59907910800393
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "decode": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 2066.223104,
+                "max_global_vram": 6071.779328,
+                "max_process_vram": 0.0,
+                "max_reserved": 5381.292032,
+                "max_allocated": 5282.647552
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 3.1266192626953124,
+                "mean": 1.5633096313476562,
+                "stdev": 0.0003067016601562278,
+                "p50": 1.5633096313476562,
+                "p90": 1.5635549926757812,
+                "p95": 1.563585662841797,
+                "p99": 1.5636101989746094,
+                "values": [
+                    1.5636163330078126,
+                    1.5630029296875
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 81.23790543688983
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "per_token": {
+            "memory": null,
+            "latency": {
+                "unit": "s",
+                "count": 254,
+                "total": 3.126336511611941,
+                "mean": 0.01230841146303913,
+                "stdev": 4.165624248421421e-05,
+                "p50": 0.012301312446594239,
+                "p90": 0.012322815895080566,
+                "p95": 0.012335820627212524,
+                "p99": 0.012476948356628418,
+                "values": [
+                    0.012340224266052247,
+                    0.012316672325134278,
+                    0.012306431770324706,
+                    0.01233407974243164,
+                    0.012792832374572754,
+                    0.012314687728881836,
+                    0.012289983749389648,
+                    0.012301312446594239,
+                    0.012308480262756348,
+                    0.012315648078918457,
+                    0.012322815895080566,
+                    0.012289024353027344,
+                    0.012316672325134278,
+                    0.012292096138000488,
+                    0.012308480262756348,
+                    0.012327936172485352,
+                    0.012302335739135742,
+                    0.012297216415405274,
+                    0.012307456016540527,
+                    0.012299263954162597,
+                    0.012311552047729492,
+                    0.012320768356323243,
+                    0.012324864387512208,
+                    0.012310527801513671,
+                    0.012295167922973632,
+                    0.012303359985351562,
+                    0.012291071891784668,
+                    0.012421119689941406,
+                    0.012321791648864745,
+                    0.01236787223815918,
+                    0.01232588768005371,
+                    0.012300288200378418,
+                    0.012290047645568849,
+                    0.012304384231567383,
+                    0.012302399635314942,
+                    0.01231772804260254,
+                    0.012302240371704102,
+                    0.012324864387512208,
+                    0.012469247817993164,
+                    0.012314623832702636,
+                    0.012300288200378418,
+                    0.012313599586486817,
+                    0.012292096138000488,
+                    0.012289024353027344,
+                    0.012297216415405274,
+                    0.012307456016540527,
+                    0.012312576293945313,
+                    0.012317695617675782,
+                    0.012313599586486817,
+                    0.012288000106811523,
+                    0.012297216415405274,
+                    0.012290047645568849,
+                    0.012282879829406738,
+                    0.012299263954162597,
+                    0.012291071891784668,
+                    0.012290047645568849,
+                    0.012296192169189453,
+                    0.012306431770324706,
+                    0.012297216415405274,
+                    0.012310527801513671,
+                    0.012291071891784668,
+                    0.012323840141296387,
+                    0.012296192169189453,
+                    0.01228492832183838,
+                    0.012285951614379884,
+                    0.012307456016540527,
+                    0.012274687767028808,
+                    0.012296192169189453,
+                    0.012337151527404786,
+                    0.012314623832702636,
+                    0.012294143676757812,
+                    0.012296192169189453,
+                    0.012305407524108887,
+                    0.012291071891784668,
+                    0.012316672325134278,
+                    0.012327936172485352,
+                    0.012306431770324706,
+                    0.012309503555297852,
+                    0.012294143676757812,
+                    0.012295167922973632,
+                    0.012285951614379884,
+                    0.012297216415405274,
+                    0.012314623832702636,
+                    0.012297216415405274,
+                    0.012288000106811523,
+                    0.012311552047729492,
+                    0.0123023681640625,
+                    0.012322784423828125,
+                    0.012309503555297852,
+                    0.012300288200378418,
+                    0.012297216415405274,
+                    0.012282879829406738,
+                    0.012298239707946777,
+                    0.012311552047729492,
+                    0.012294143676757812,
+                    0.012298239707946777,
+                    0.012289024353027344,
+                    0.012300288200378418,
+                    0.012303359985351562,
+                    0.012305407524108887,
+                    0.012295167922973632,
+                    0.012323840141296387,
+                    0.012316672325134278,
+                    0.012282879829406738,
+                    0.012283904075622559,
+                    0.01229312038421631,
+                    0.012305407524108887,
+                    0.012288000106811523,
+                    0.012288000106811523,
+                    0.012295167922973632,
+                    0.012405759811401367,
+                    0.012320768356323243,
+                    0.012301312446594239,
+                    0.012290047645568849,
+                    0.012322815895080566,
+                    0.012291071891784668,
+                    0.012300288200378418,
+                    0.01229312038421631,
+                    0.012304384231567383,
+                    0.012344320297241211,
+                    0.012297216415405274,
+                    0.012288000106811523,
+                    0.012305503845214843,
+                    0.012303263664245605,
+                    0.012282879829406738,
+                    0.012303359985351562,
+                    0.012294143676757812,
+                    0.012332032203674317,
+                    0.012301312446594239,
+                    0.01228492832183838,
+                    0.012301312446594239,
+                    0.012290047645568849,
+                    0.012318719863891601,
+                    0.012314623832702636,
+                    0.012288000106811523,
+                    0.012332032203674317,
+                    0.01229312038421631,
+                    0.012285951614379884,
+                    0.012294143676757812,
+                    0.012290047645568849,
+                    0.012288000106811523,
+                    0.012304384231567383,
+                    0.012296192169189453,
+                    0.012299263954162597,
+                    0.012304448127746581,
+                    0.012318655967712403,
+                    0.012309503555297852,
+                    0.012546048164367676,
+                    0.012312576293945313,
+                    0.012299263954162597,
+                    0.012282879829406738,
+                    0.012288000106811523,
+                    0.012288000106811523,
+                    0.012291071891784668,
+                    0.012291071891784668,
+                    0.012315648078918457,
+                    0.012318719863891601,
+                    0.012306431770324706,
+                    0.012310527801513671,
+                    0.012294143676757812,
+                    0.012294143676757812,
+                    0.01233510398864746,
+                    0.012313599586486817,
+                    0.012298239707946777,
+                    0.012292096138000488,
+                    0.012311552047729492,
+                    0.012291071891784668,
+                    0.012303359985351562,
+                    0.012299263954162597,
+                    0.012302335739135742,
+                    0.012292096138000488,
+                    0.012313599586486817,
+                    0.012296192169189453,
+                    0.012302335739135742,
+                    0.012290047645568849,
+                    0.012291071891784668,
+                    0.012292096138000488,
+                    0.012316672325134278,
+                    0.01228492832183838,
+                    0.012307456016540527,
+                    0.012311552047729492,
+                    0.012296192169189453,
+                    0.012303359985351562,
+                    0.012309503555297852,
+                    0.012312576293945313,
+                    0.012305407524108887,
+                    0.012283904075622559,
+                    0.012290047645568849,
+                    0.01241702365875244,
+                    0.012314623832702636,
+                    0.012382207870483398,
+                    0.012318719863891601,
+                    0.012306431770324706,
+                    0.012301312446594239,
+                    0.012307456016540527,
+                    0.012306431770324706,
+                    0.012305407524108887,
+                    0.012315648078918457,
+                    0.012297216415405274,
+                    0.012485631942749023,
+                    0.012315648078918457,
+                    0.012294143676757812,
+                    0.012290047645568849,
+                    0.01229312038421631,
+                    0.012288000106811523,
+                    0.012295167922973632,
+                    0.012307456016540527,
+                    0.012308480262756348,
+                    0.012300288200378418,
+                    0.012313599586486817,
+                    0.012316672325134278,
+                    0.01229312038421631,
+                    0.01228492832183838,
+                    0.012298239707946777,
+                    0.012296192169189453,
+                    0.012294143676757812,
+                    0.012298239707946777,
+                    0.012295167922973632,
+                    0.012294143676757812,
+                    0.012292096138000488,
+                    0.012290047645568849,
+                    0.012304384231567383,
+                    0.012297216415405274,
+                    0.012308480262756348,
+                    0.012278783798217773,
+                    0.012283904075622559,
+                    0.012304384231567383,
+                    0.012294143676757812,
+                    0.012288000106811523,
+                    0.012310527801513671,
+                    0.012292096138000488,
+                    0.012292096138000488,
+                    0.012302335739135742,
+                    0.012290047645568849,
+                    0.012294143676757812,
+                    0.012307456016540527,
+                    0.012327936172485352,
+                    0.01234329605102539,
+                    0.012301312446594239,
+                    0.012303359985351562,
+                    0.01228492832183838,
+                    0.012292096138000488,
+                    0.012316672325134278,
+                    0.012308480262756348,
+                    0.012294143676757812,
+                    0.012300288200378418,
+                    0.01229312038421631,
+                    0.012315648078918457,
+                    0.012297216415405274,
+                    0.012305407524108887,
+                    0.012305407524108887,
+                    0.012283904075622559,
+                    0.012300288200378418,
+                    0.012292096138000488
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 81.24525272842034
+            },
+            "energy": null,
+            "efficiency": null
+        }
+    }
+}

2024-08-25/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark_config.json

@@ -0,0 +1,104 @@
+{
+    "name": "pytorch_generate",
+    "backend": {
+        "name": "pytorch",
+        "version": "2.4.0+cu121",
+        "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+        "task": "text-generation",
+        "library": "transformers",
+        "model_type": "gemma",
+        "model": "google/gemma-2b",
+        "processor": "google/gemma-2b",
+        "device": "cuda",
+        "device_ids": "0",
+        "seed": 42,
+        "inter_op_num_threads": null,
+        "intra_op_num_threads": null,
+        "model_kwargs": {},
+        "processor_kwargs": {},
+        "no_weights": true,
+        "device_map": null,
+        "torch_dtype": "float16",
+        "eval_mode": true,
+        "to_bettertransformer": false,
+        "low_cpu_mem_usage": null,
+        "attn_implementation": null,
+        "cache_implementation": "static",
+        "autocast_enabled": false,
+        "autocast_dtype": null,
+        "torch_compile": true,
+        "torch_compile_target": "forward",
+        "torch_compile_config": {
+            "backend": "inductor",
+            "mode": "reduce-overhead",
+            "fullgraph": true
+        },
+        "quantization_scheme": null,
+        "quantization_config": {},
+        "deepspeed_inference": false,
+        "deepspeed_inference_config": {},
+        "peft_type": null,
+        "peft_config": {}
+    },
+    "scenario": {
+        "name": "inference",
+        "_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario",
+        "iterations": 2,
+        "duration": 0,
+        "warmup_runs": 10,
+        "input_shapes": {
+            "batch_size": 1,
+            "num_choices": 2,
+            "sequence_length": 7
+        },
+        "new_tokens": null,
+        "memory": true,
+        "latency": true,
+        "energy": false,
+        "forward_kwargs": {},
+        "generate_kwargs": {
+            "max_new_tokens": 128,
+            "min_new_tokens": 128,
+            "do_sample": false
+        },
+        "call_kwargs": {}
+    },
+    "launcher": {
+        "name": "process",
+        "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher",
+        "device_isolation": true,
+        "device_isolation_action": "warn",
+        "numactl": false,
+        "numactl_kwargs": {},
+        "start_method": "spawn"
+    },
+    "environment": {
+        "cpu": " AMD EPYC 7R32",
+        "cpu_count": 16,
+        "cpu_ram_mb": 66697.261056,
+        "system": "Linux",
+        "machine": "x86_64",
+        "platform": "Linux-5.10.223-211.872.amzn2.x86_64-x86_64-with-glibc2.29",
+        "processor": "x86_64",
+        "python_version": "3.8.10",
+        "gpu": [
+            "NVIDIA A10G"
+        ],
+        "gpu_count": 1,
+        "gpu_vram_mb": 24146608128,
+        "optimum_benchmark_version": "0.4.0",
+        "optimum_benchmark_commit": null,
+        "transformers_version": "4.45.0.dev0",
+        "transformers_commit": "0a7af19f4dc868bafc82f35eb7e8d13bac87a594",
+        "accelerate_version": "0.34.0.dev0",
+        "accelerate_commit": null,
+        "diffusers_version": null,
+        "diffusers_commit": null,
+        "optimum_version": "1.22.0.dev0",
+        "optimum_commit": null,
+        "timm_version": "0.9.16",
+        "timm_commit": null,
+        "peft_version": "0.12.1.dev0",
+        "peft_commit": null
+    }
+}

2024-08-25/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark_report.json

@@ -0,0 +1,367 @@
+{
+    "load": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1337.503744,
+            "max_global_vram": 6768.033792,
+            "max_process_vram": 0.0,
+            "max_reserved": 6138.363904,
+            "max_allocated": 6060.931072
+        },
+        "latency": {
+            "unit": "s",
+            "count": 1,
+            "total": 13.27793359375,
+            "mean": 13.27793359375,
+            "stdev": 0.0,
+            "p50": 13.27793359375,
+            "p90": 13.27793359375,
+            "p95": 13.27793359375,
+            "p99": 13.27793359375,
+            "values": [
+                13.27793359375
+            ]
+        },
+        "throughput": null,
+        "energy": null,
+        "efficiency": null
+    },
+    "prefill": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1896.452096,
+            "max_global_vram": 6789.005312,
+            "max_process_vram": 0.0,
+            "max_reserved": 6138.363904,
+            "max_allocated": 5278.596608
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 0.028248640060424803,
+            "mean": 0.014124320030212401,
+            "stdev": 0.00015500831604003864,
+            "p50": 0.014124320030212401,
+            "p90": 0.014248326683044434,
+            "p95": 0.014263827514648436,
+            "p99": 0.01427622817993164,
+            "values": [
+                0.013969311714172363,
+                0.01427932834625244
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 495.59907910800393
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "decode": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 2066.223104,
+            "max_global_vram": 6071.779328,
+            "max_process_vram": 0.0,
+            "max_reserved": 5381.292032,
+            "max_allocated": 5282.647552
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 3.1266192626953124,
+            "mean": 1.5633096313476562,
+            "stdev": 0.0003067016601562278,
+            "p50": 1.5633096313476562,
+            "p90": 1.5635549926757812,
+            "p95": 1.563585662841797,
+            "p99": 1.5636101989746094,
+            "values": [
+                1.5636163330078126,
+                1.5630029296875
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 81.23790543688983
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "per_token": {
+        "memory": null,
+        "latency": {
+            "unit": "s",
+            "count": 254,
+            "total": 3.126336511611941,
+            "mean": 0.01230841146303913,
+            "stdev": 4.165624248421421e-05,
+            "p50": 0.012301312446594239,
+            "p90": 0.012322815895080566,
+            "p95": 0.012335820627212524,
+            "p99": 0.012476948356628418,
+            "values": [
+                0.012340224266052247,
+                0.012316672325134278,
+                0.012306431770324706,
+                0.01233407974243164,
+                0.012792832374572754,
+                0.012314687728881836,
+                0.012289983749389648,
+                0.012301312446594239,
+                0.012308480262756348,
+                0.012315648078918457,
+                0.012322815895080566,
+                0.012289024353027344,
+                0.012316672325134278,
+                0.012292096138000488,
+                0.012308480262756348,
+                0.012327936172485352,
+                0.012302335739135742,
+                0.012297216415405274,
+                0.012307456016540527,
+                0.012299263954162597,
+                0.012311552047729492,
+                0.012320768356323243,
+                0.012324864387512208,
+                0.012310527801513671,
+                0.012295167922973632,
+                0.012303359985351562,
+                0.012291071891784668,
+                0.012421119689941406,
+                0.012321791648864745,
+                0.01236787223815918,
+                0.01232588768005371,
+                0.012300288200378418,
+                0.012290047645568849,
+                0.012304384231567383,
+                0.012302399635314942,
+                0.01231772804260254,
+                0.012302240371704102,
+                0.012324864387512208,
+                0.012469247817993164,
+                0.012314623832702636,
+                0.012300288200378418,
+                0.012313599586486817,
+                0.012292096138000488,
+                0.012289024353027344,
+                0.012297216415405274,
+                0.012307456016540527,
+                0.012312576293945313,
+                0.012317695617675782,
+                0.012313599586486817,
+                0.012288000106811523,
+                0.012297216415405274,
+                0.012290047645568849,
+                0.012282879829406738,
+                0.012299263954162597,
+                0.012291071891784668,
+                0.012290047645568849,
+                0.012296192169189453,
+                0.012306431770324706,
+                0.012297216415405274,
+                0.012310527801513671,
+                0.012291071891784668,
+                0.012323840141296387,
+                0.012296192169189453,
+                0.01228492832183838,
+                0.012285951614379884,
+                0.012307456016540527,
+                0.012274687767028808,
+                0.012296192169189453,
+                0.012337151527404786,
+                0.012314623832702636,
+                0.012294143676757812,
+                0.012296192169189453,
+                0.012305407524108887,
+                0.012291071891784668,
+                0.012316672325134278,
+                0.012327936172485352,
+                0.012306431770324706,
+                0.012309503555297852,
+                0.012294143676757812,
+                0.012295167922973632,
+                0.012285951614379884,
+                0.012297216415405274,
+                0.012314623832702636,
+                0.012297216415405274,
+                0.012288000106811523,
+                0.012311552047729492,
+                0.0123023681640625,
+                0.012322784423828125,
+                0.012309503555297852,
+                0.012300288200378418,
+                0.012297216415405274,
+                0.012282879829406738,
+                0.012298239707946777,
+                0.012311552047729492,
+                0.012294143676757812,
+                0.012298239707946777,
+                0.012289024353027344,
+                0.012300288200378418,
+                0.012303359985351562,
+                0.012305407524108887,
+                0.012295167922973632,
+                0.012323840141296387,
+                0.012316672325134278,
+                0.012282879829406738,
+                0.012283904075622559,
+                0.01229312038421631,
+                0.012305407524108887,
+                0.012288000106811523,
+                0.012288000106811523,
+                0.012295167922973632,
+                0.012405759811401367,
+                0.012320768356323243,
+                0.012301312446594239,
+                0.012290047645568849,
+                0.012322815895080566,
+                0.012291071891784668,
+                0.012300288200378418,
+                0.01229312038421631,
+                0.012304384231567383,
+                0.012344320297241211,
+                0.012297216415405274,
+                0.012288000106811523,
+                0.012305503845214843,
+                0.012303263664245605,
+                0.012282879829406738,
+                0.012303359985351562,
+                0.012294143676757812,
+                0.012332032203674317,
+                0.012301312446594239,
+                0.01228492832183838,
+                0.012301312446594239,
+                0.012290047645568849,
+                0.012318719863891601,
+                0.012314623832702636,
+                0.012288000106811523,
+                0.012332032203674317,
+                0.01229312038421631,
+                0.012285951614379884,
+                0.012294143676757812,
+                0.012290047645568849,
+                0.012288000106811523,
+                0.012304384231567383,
+                0.012296192169189453,
+                0.012299263954162597,
+                0.012304448127746581,
+                0.012318655967712403,
+                0.012309503555297852,
+                0.012546048164367676,
+                0.012312576293945313,
+                0.012299263954162597,
+                0.012282879829406738,
+                0.012288000106811523,
+                0.012288000106811523,
+                0.012291071891784668,
+                0.012291071891784668,
+                0.012315648078918457,
+                0.012318719863891601,
+                0.012306431770324706,
+                0.012310527801513671,
+                0.012294143676757812,
+                0.012294143676757812,
+                0.01233510398864746,
+                0.012313599586486817,
+                0.012298239707946777,
+                0.012292096138000488,
+                0.012311552047729492,
+                0.012291071891784668,
+                0.012303359985351562,
+                0.012299263954162597,
+                0.012302335739135742,
+                0.012292096138000488,
+                0.012313599586486817,
+                0.012296192169189453,
+                0.012302335739135742,
+                0.012290047645568849,
+                0.012291071891784668,
+                0.012292096138000488,
+                0.012316672325134278,
+                0.01228492832183838,
+                0.012307456016540527,
+                0.012311552047729492,
+                0.012296192169189453,
+                0.012303359985351562,
+                0.012309503555297852,
+                0.012312576293945313,
+                0.012305407524108887,
+                0.012283904075622559,
+                0.012290047645568849,
+                0.01241702365875244,
+                0.012314623832702636,
+                0.012382207870483398,
+                0.012318719863891601,
+                0.012306431770324706,
+                0.012301312446594239,
+                0.012307456016540527,
+                0.012306431770324706,
+                0.012305407524108887,
+                0.012315648078918457,
+                0.012297216415405274,
+                0.012485631942749023,
+                0.012315648078918457,
+                0.012294143676757812,
+                0.012290047645568849,
+                0.01229312038421631,
+                0.012288000106811523,
+                0.012295167922973632,
+                0.012307456016540527,
+                0.012308480262756348,
+                0.012300288200378418,
+                0.012313599586486817,
+                0.012316672325134278,
+                0.01229312038421631,
+                0.01228492832183838,
+                0.012298239707946777,
+                0.012296192169189453,
+                0.012294143676757812,
+                0.012298239707946777,
+                0.012295167922973632,
+                0.012294143676757812,
+                0.012292096138000488,
+                0.012290047645568849,
+                0.012304384231567383,
+                0.012297216415405274,
+                0.012308480262756348,
+                0.012278783798217773,
+                0.012283904075622559,
+                0.012304384231567383,
+                0.012294143676757812,
+                0.012288000106811523,
+                0.012310527801513671,
+                0.012292096138000488,
+                0.012292096138000488,
+                0.012302335739135742,
+                0.012290047645568849,
+                0.012294143676757812,
+                0.012307456016540527,
+                0.012327936172485352,
+                0.01234329605102539,
+                0.012301312446594239,
+                0.012303359985351562,
+                0.01228492832183838,
+                0.012292096138000488,
+                0.012316672325134278,
+                0.012308480262756348,
+                0.012294143676757812,
+                0.012300288200378418,
+                0.01229312038421631,
+                0.012315648078918457,
+                0.012297216415405274,
+                0.012305407524108887,
+                0.012305407524108887,
+                0.012283904075622559,
+                0.012300288200378418,
+                0.012292096138000488
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 81.24525272842034
+        },
+        "energy": null,
+        "efficiency": null
+    }
+}

2024-08-25/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/summary.json

@@ -0,0 +1,13 @@
+{
+    "model": "google/gemma-2b",
+    "commit": "0a7af19f4dc868bafc82f35eb7e8d13bac87a594",
+    "config": "backend.cache_implementation=static,backend.torch_compile=True",
+    "metrics": {
+        "prefill.latency.mean": 0.014124320030212401,
+        "prefill.throughput.value": 495.59907910800393,
+        "decode.latency.mean": 1.5633096313476562,
+        "decode.throughput.value": 81.23790543688983,
+        "per_token.latency.mean": 0.01230841146303913,
+        "per_token.throughput.value": 81.24525272842034
+    }
+}

2024-08-25/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/multirun.yaml

@@ -0,0 +1,234 @@
+hydra:
+  run:
+    dir: _benchmark/tmp80198tji/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmp80198tji/commit=0a7af19f4dc868bafc82f35eb7e8d13bac87a594
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmp80198tji/commit\=0a7af19f4dc868bafc82f35eb7e8d13bac87a594
+    - hydra.run.dir=_benchmark/tmp80198tji/commit\=0a7af19f4dc868bafc82f35eb7e8d13bac87a594/${hydra.job.override_dirname}
+    - hydra.mode=MULTIRUN
+    task:
+    - backend.model=google/gemma-2b
+    - backend.cache_implementation=null,static
+    - backend.torch_compile=false,true
+  job:
+    name: cli
+    chdir: true
+    override_dirname: backend.cache_implementation=null,static,backend.model=google/gemma-2b,backend.torch_compile=false,true
+    id: ???
+    num: ???
+    config_name: generation
+    env_set:
+      OVERRIDE_BENCHMARKS: '1'
+      LOG_LEVEL: WARN
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /transformers
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: optimum_benchmark
+      schema: pkg
+      provider: main
+    - path: /transformers/benchmark/config
+      schema: file
+      provider: command-line
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: ???
+    choices:
+      backend: pytorch
+      launcher: process
+      scenario: inference
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: disabled
+      hydra/hydra_logging: disabled
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: basic
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
+name: pytorch_generate
+backend:
+  name: pytorch
+  version: 2.4.0+cu121
+  _target_: optimum_benchmark.backends.pytorch.backend.PyTorchBackend
+  task: null
+  library: null
+  model_type: null
+  model: google/gemma-2b
+  processor: null
+  device: cuda
+  device_ids: '0'
+  seed: 42
+  inter_op_num_threads: null
+  intra_op_num_threads: null
+  model_kwargs: {}
+  processor_kwargs: {}
+  no_weights: true
+  device_map: null
+  torch_dtype: float16
+  eval_mode: true
+  to_bettertransformer: false
+  low_cpu_mem_usage: null
+  attn_implementation: null
+  cache_implementation: static
+  autocast_enabled: false
+  autocast_dtype: null
+  torch_compile: true
+  torch_compile_target: forward
+  torch_compile_config:
+    backend: inductor
+    mode: reduce-overhead
+    fullgraph: true
+  quantization_scheme: null
+  quantization_config: {}
+  deepspeed_inference: false
+  deepspeed_inference_config: {}
+  peft_type: null
+  peft_config: {}
+scenario:
+  name: inference
+  _target_: optimum_benchmark.scenarios.inference.scenario.InferenceScenario
+  iterations: 2
+  duration: 0
+  warmup_runs: 10
+  input_shapes:
+    batch_size: 1
+    sequence_length: 7
+  new_tokens: null
+  memory: true
+  latency: true
+  energy: false
+  forward_kwargs: {}
+  generate_kwargs:
+    max_new_tokens: 128
+    min_new_tokens: 128
+    do_sample: false
+  call_kwargs: {}
+launcher:
+  name: process
+  _target_: optimum_benchmark.launchers.process.launcher.ProcessLauncher
+  device_isolation: true
+  device_isolation_action: warn
+  numactl: false
+  numactl_kwargs: {}
+  start_method: spawn
+environment:
+  cpu: ' AMD EPYC 7R32'
+  cpu_count: 16
+  cpu_ram_mb: 66697.261056
+  system: Linux
+  machine: x86_64
+  platform: Linux-5.10.223-211.872.amzn2.x86_64-x86_64-with-glibc2.29
+  processor: x86_64
+  python_version: 3.8.10
+  gpu:
+  - NVIDIA A10G
+  gpu_count: 1
+  gpu_vram_mb: 24146608128
+  optimum_benchmark_version: 0.4.0
+  optimum_benchmark_commit: null
+  transformers_version: 4.45.0.dev0
+  transformers_commit: 0a7af19f4dc868bafc82f35eb7e8d13bac87a594
+  accelerate_version: 0.34.0.dev0
+  accelerate_commit: null
+  diffusers_version: null
+  diffusers_commit: null
+  optimum_version: 1.22.0.dev0
+  optimum_commit: null
+  timm_version: 0.9.16
+  timm_commit: null
+  peft_version: 0.12.1.dev0
+  peft_commit: null

2024-08-25/summaries.json

@@ -0,0 +1,41 @@
+[
+    {
+        "model": "google/gemma-2b",
+        "commit": "0a7af19f4dc868bafc82f35eb7e8d13bac87a594",
+        "config": "backend.cache_implementation=null,backend.torch_compile=False",
+        "metrics": {
+            "prefill.latency.mean": 0.020805952072143554,
+            "prefill.throughput.value": 336.4421861459579,
+            "decode.latency.mean": 2.4746821289062497,
+            "decode.throughput.value": 51.319722446991996,
+            "per_token.latency.mean": 0.01948444219273845,
+            "per_token.throughput.value": 51.32299863183584
+        }
+    },
+    {
+        "model": "google/gemma-2b",
+        "commit": "0a7af19f4dc868bafc82f35eb7e8d13bac87a594",
+        "config": "backend.cache_implementation=static,backend.torch_compile=False",
+        "metrics": {
+            "prefill.latency.mean": 0.021987600326538084,
+            "prefill.throughput.value": 318.36125343570586,
+            "decode.latency.mean": 2.6315032958984377,
+            "decode.throughput.value": 48.26138739706201,
+            "per_token.latency.mean": 0.020719458812803734,
+            "per_token.throughput.value": 48.26380886850399
+        }
+    },
+    {
+        "model": "google/gemma-2b",
+        "commit": "0a7af19f4dc868bafc82f35eb7e8d13bac87a594",
+        "config": "backend.cache_implementation=static,backend.torch_compile=True",
+        "metrics": {
+            "prefill.latency.mean": 0.014124320030212401,
+            "prefill.throughput.value": 495.59907910800393,
+            "decode.latency.mean": 1.5633096313476562,
+            "decode.throughput.value": 81.23790543688983,
+            "per_token.latency.mean": 0.01230841146303913,
+            "per_token.throughput.value": 81.24525272842034
+        }
+    }
+]

2024-08-25/summary.json

@@ -0,0 +1,40 @@
+{
+    "google/gemma-2b": {
+        "backend.cache_implementation=null,backend.torch_compile=False": {
+            "0a7af19f4dc868bafc82f35eb7e8d13bac87a594": {
+                "metrics": {
+                    "prefill.latency.mean": 0.020805952072143554,
+                    "prefill.throughput.value": 336.4421861459579,
+                    "decode.latency.mean": 2.4746821289062497,
+                    "decode.throughput.value": 51.319722446991996,
+                    "per_token.latency.mean": 0.01948444219273845,
+                    "per_token.throughput.value": 51.32299863183584
+                }
+            }
+        },
+        "backend.cache_implementation=static,backend.torch_compile=False": {
+            "0a7af19f4dc868bafc82f35eb7e8d13bac87a594": {
+                "metrics": {
+                    "prefill.latency.mean": 0.021987600326538084,
+                    "prefill.throughput.value": 318.36125343570586,
+                    "decode.latency.mean": 2.6315032958984377,
+                    "decode.throughput.value": 48.26138739706201,
+                    "per_token.latency.mean": 0.020719458812803734,
+                    "per_token.throughput.value": 48.26380886850399
+                }
+            }
+        },
+        "backend.cache_implementation=static,backend.torch_compile=True": {
+            "0a7af19f4dc868bafc82f35eb7e8d13bac87a594": {
+                "metrics": {
+                    "prefill.latency.mean": 0.014124320030212401,
+                    "prefill.throughput.value": 495.59907910800393,
+                    "decode.latency.mean": 1.5633096313476562,
+                    "decode.throughput.value": 81.23790543688983,
+                    "per_token.latency.mean": 0.01230841146303913,
+                    "per_token.throughput.value": 81.24525272842034
+                }
+            }
+        }
+    }
+}