Upload folder using huggingface_hub

2024-06-20/commit=6d4306160ab22c54a677e07f88c7d8808b137d38/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/config.yaml

@@ -0,0 +1,91 @@
+name: pytorch_generate
+backend:
+  name: pytorch
+  version: 2.3.0+cu121
+  _target_: optimum_benchmark.backends.pytorch.backend.PyTorchBackend
+  task: null
+  library: null
+  model: google/gemma-2b
+  processor: null
+  device: cuda
+  device_ids: '0'
+  seed: 42
+  inter_op_num_threads: null
+  intra_op_num_threads: null
+  model_kwargs: {}
+  processor_kwargs: {}
+  hub_kwargs: {}
+  no_weights: true
+  device_map: null
+  torch_dtype: float16
+  eval_mode: true
+  to_bettertransformer: false
+  low_cpu_mem_usage: null
+  attn_implementation: null
+  cache_implementation: null
+  autocast_enabled: false
+  autocast_dtype: null
+  torch_compile: false
+  torch_compile_target: forward
+  torch_compile_config:
+    backend: inductor
+    mode: reduce-overhead
+    fullgraph: true
+  quantization_scheme: null
+  quantization_config: {}
+  deepspeed_inference: false
+  deepspeed_inference_config: {}
+  peft_type: null
+  peft_config: {}
+scenario:
+  name: inference
+  _target_: optimum_benchmark.scenarios.inference.scenario.InferenceScenario
+  iterations: 2
+  duration: 0
+  warmup_runs: 10
+  input_shapes:
+    batch_size: 1
+    sequence_length: 7
+  new_tokens: null
+  latency: true
+  memory: true
+  energy: false
+  forward_kwargs: {}
+  generate_kwargs:
+    max_new_tokens: 128
+    min_new_tokens: 128
+    do_sample: false
+  call_kwargs: {}
+launcher:
+  name: process
+  _target_: optimum_benchmark.launchers.process.launcher.ProcessLauncher
+  device_isolation: true
+  device_isolation_action: warn
+  start_method: spawn
+environment:
+  cpu: ' AMD EPYC 7R32'
+  cpu_count: 16
+  cpu_ram_mb: 66697.29792
+  system: Linux
+  machine: x86_64
+  platform: Linux-5.10.218-208.862.amzn2.x86_64-x86_64-with-glibc2.29
+  processor: x86_64
+  python_version: 3.8.10
+  gpu:
+  - NVIDIA A10G
+  gpu_count: 1
+  gpu_vram_mb: 24146608128
+  optimum_benchmark_version: 0.2.1
+  optimum_benchmark_commit: null
+  transformers_version: 4.42.0.dev0
+  transformers_commit: 6d4306160ab22c54a677e07f88c7d8808b137d38
+  accelerate_version: 0.32.0.dev0
+  accelerate_commit: null
+  diffusers_version: null
+  diffusers_commit: null
+  optimum_version: 1.21.0.dev0
+  optimum_commit: null
+  timm_version: 0.9.16
+  timm_commit: null
+  peft_version: 0.11.2.dev0
+  peft_commit: null

2024-06-20/commit=6d4306160ab22c54a677e07f88c7d8808b137d38/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmpmkh2zfwa/commit=6d4306160ab22c54a677e07f88c7d8808b137d38/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmpmkh2zfwa/commit=6d4306160ab22c54a677e07f88c7d8808b137d38
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmpmkh2zfwa/commit\=6d4306160ab22c54a677e07f88c7d8808b137d38
+    - hydra.run.dir=_benchmark/tmpmkh2zfwa/commit\=6d4306160ab22c54a677e07f88c7d8808b137d38/${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/tmpmkh2zfwa/commit=6d4306160ab22c54a677e07f88c7d8808b137d38/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False
+    choices:
+      backend: pytorch
+      launcher: process
+      scenario: inference
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: disabled
+      hydra/hydra_logging: disabled
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: basic
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false

2024-06-20/commit=6d4306160ab22c54a677e07f88c7d8808b137d38/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/overrides.yaml

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

2024-06-20/commit=6d4306160ab22c54a677e07f88c7d8808b137d38/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark.json

@@ -0,0 +1,443 @@
+{
+    "config": {
+        "name": "pytorch_generate",
+        "backend": {
+            "name": "pytorch",
+            "version": "2.3.0+cu121",
+            "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+            "task": "text-generation",
+            "library": "transformers",
+            "model": "google/gemma-2b",
+            "processor": "google/gemma-2b",
+            "device": "cuda",
+            "device_ids": "0",
+            "seed": 42,
+            "inter_op_num_threads": null,
+            "intra_op_num_threads": null,
+            "model_kwargs": {},
+            "processor_kwargs": {},
+            "hub_kwargs": {},
+            "no_weights": true,
+            "device_map": null,
+            "torch_dtype": "float16",
+            "eval_mode": true,
+            "to_bettertransformer": false,
+            "low_cpu_mem_usage": null,
+            "attn_implementation": null,
+            "cache_implementation": null,
+            "autocast_enabled": false,
+            "autocast_dtype": null,
+            "torch_compile": false,
+            "torch_compile_target": "forward",
+            "torch_compile_config": {
+                "backend": "inductor",
+                "mode": "reduce-overhead",
+                "fullgraph": true
+            },
+            "quantization_scheme": null,
+            "quantization_config": {},
+            "deepspeed_inference": false,
+            "deepspeed_inference_config": {},
+            "peft_type": null,
+            "peft_config": {}
+        },
+        "scenario": {
+            "name": "inference",
+            "_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario",
+            "iterations": 2,
+            "duration": 0,
+            "warmup_runs": 10,
+            "input_shapes": {
+                "batch_size": 1,
+                "num_choices": 2,
+                "sequence_length": 7
+            },
+            "new_tokens": null,
+            "latency": true,
+            "memory": true,
+            "energy": false,
+            "forward_kwargs": {},
+            "generate_kwargs": {
+                "max_new_tokens": 128,
+                "min_new_tokens": 128,
+                "do_sample": false
+            },
+            "call_kwargs": {}
+        },
+        "launcher": {
+            "name": "process",
+            "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher",
+            "device_isolation": true,
+            "device_isolation_action": "warn",
+            "start_method": "spawn"
+        },
+        "environment": {
+            "cpu": " AMD EPYC 7R32",
+            "cpu_count": 16,
+            "cpu_ram_mb": 66697.29792,
+            "system": "Linux",
+            "machine": "x86_64",
+            "platform": "Linux-5.10.218-208.862.amzn2.x86_64-x86_64-with-glibc2.29",
+            "processor": "x86_64",
+            "python_version": "3.8.10",
+            "gpu": [
+                "NVIDIA A10G"
+            ],
+            "gpu_count": 1,
+            "gpu_vram_mb": 24146608128,
+            "optimum_benchmark_version": "0.2.1",
+            "optimum_benchmark_commit": null,
+            "transformers_version": "4.42.0.dev0",
+            "transformers_commit": "6d4306160ab22c54a677e07f88c7d8808b137d38",
+            "accelerate_version": "0.32.0.dev0",
+            "accelerate_commit": null,
+            "diffusers_version": null,
+            "diffusers_commit": null,
+            "optimum_version": "1.21.0.dev0",
+            "optimum_commit": null,
+            "timm_version": "0.9.16",
+            "timm_commit": null,
+            "peft_version": "0.11.2.dev0",
+            "peft_commit": null
+        }
+    },
+    "report": {
+        "prefill": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1721.806848,
+                "max_global_vram": 6793.199616,
+                "max_process_vram": 0.0,
+                "max_reserved": 6146.752512,
+                "max_allocated": 5034.576896
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 0.04648220825195312,
+                "mean": 0.02324110412597656,
+                "stdev": 0.002961711883544922,
+                "p50": 0.02324110412597656,
+                "p90": 0.025610473632812502,
+                "p95": 0.02590664482116699,
+                "p99": 0.026143581771850586,
+                "values": [
+                    0.026202816009521485,
+                    0.02027939224243164
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 301.19050979923566
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "decode": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1721.868288,
+                "max_global_vram": 6795.296768,
+                "max_process_vram": 0.0,
+                "max_reserved": 6148.849664,
+                "max_allocated": 5034.577408
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 4.8825307617187494,
+                "mean": 2.4412653808593747,
+                "stdev": 0.025046874999999913,
+                "p50": 2.4412653808593747,
+                "p90": 2.461302880859375,
+                "p95": 2.4638075683593748,
+                "p99": 2.465811318359375,
+                "values": [
+                    2.466312255859375,
+                    2.416218505859375
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 52.022201681037004
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "per_token": {
+            "memory": null,
+            "latency": {
+                "unit": "s",
+                "count": 253,
+                "total": 4.883076086044313,
+                "mean": 0.01930069599227001,
+                "stdev": 0.0013258983945804185,
+                "p50": 0.01929113578796387,
+                "p90": 0.019754598236083984,
+                "p95": 0.019976806259155273,
+                "p99": 0.02066485298156738,
+                "values": [
+                    0.020149311065673827,
+                    0.019780544281005858,
+                    0.01925017547607422,
+                    0.019293184280395507,
+                    0.01919795227050781,
+                    0.019204095840454103,
+                    0.019280895233154297,
+                    0.01903308868408203,
+                    0.01900339126586914,
+                    0.019111936569213867,
+                    0.019396608352661132,
+                    0.019315711975097655,
+                    0.01920102310180664,
+                    0.019180543899536134,
+                    0.019474431991577147,
+                    0.019417087554931642,
+                    0.019524608612060547,
+                    0.019075071334838867,
+                    0.019177471160888672,
+                    0.019944448471069336,
+                    0.019400703430175782,
+                    0.01905356788635254,
+                    0.01921843147277832,
+                    0.01904947280883789,
+                    0.019041311264038085,
+                    0.019037151336669923,
+                    0.019017728805541992,
+                    0.019129344940185547,
+                    0.019486719131469727,
+                    0.019390464782714844,
+                    0.01924608039855957,
+                    0.019207168579101562,
+                    0.019091455459594727,
+                    0.018946048736572265,
+                    0.019190784454345702,
+                    0.01909350395202637,
+                    0.02030080032348633,
+                    0.01987993621826172,
+                    0.019975168228149414,
+                    0.019979263305664064,
+                    0.019957759857177734,
+                    0.01999667167663574,
+                    0.019938304901123048,
+                    0.019921951293945313,
+                    0.01991267204284668,
+                    0.01979910469055176,
+                    0.019911615371704102,
+                    0.02008780860900879,
+                    0.020914176940917968,
+                    0.02021990394592285,
+                    0.019887104034423828,
+                    0.019736576080322265,
+                    0.0192993278503418,
+                    0.019393535614013673,
+                    0.01945497512817383,
+                    0.01944780731201172,
+                    0.019607551574707033,
+                    0.018776063919067384,
+                    0.019288063049316406,
+                    0.019396608352661132,
+                    0.019345407485961915,
+                    0.018780160903930664,
+                    0.018601984024047852,
+                    0.018523136138916017,
+                    0.01939455986022949,
+                    0.019301376342773437,
+                    0.01962495994567871,
+                    0.019372032165527343,
+                    0.019312639236450196,
+                    0.0192993278503418,
+                    0.019723264694213868,
+                    0.01962188720703125,
+                    0.019615743637084963,
+                    0.01960960006713867,
+                    0.01965977668762207,
+                    0.019599359512329103,
+                    0.01963929557800293,
+                    0.019663871765136717,
+                    0.019620864868164063,
+                    0.019300352096557616,
+                    0.019409919738769533,
+                    0.01965158462524414,
+                    0.019310592651367187,
+                    0.019280895233154297,
+                    0.019489791870117186,
+                    0.0196177921295166,
+                    0.019612672805786133,
+                    0.019589120864868165,
+                    0.01962393569946289,
+                    0.019668991088867188,
+                    0.019602432250976562,
+                    0.01960550308227539,
+                    0.019337215423583985,
+                    0.019283967971801756,
+                    0.019332096099853514,
+                    0.01927475166320801,
+                    0.019727359771728514,
+                    0.020230144500732423,
+                    0.02003865623474121,
+                    0.019664896011352538,
+                    0.01929113578796387,
+                    0.018562047958374024,
+                    0.018760704040527345,
+                    0.019224576950073242,
+                    0.01862553596496582,
+                    0.018787328720092773,
+                    0.019361791610717775,
+                    0.01965772819519043,
+                    0.01965363121032715,
+                    0.019587072372436523,
+                    0.019533824920654298,
+                    0.019631103515625,
+                    0.01960857582092285,
+                    0.01960960006713867,
+                    0.019619840621948242,
+                    0.01927065658569336,
+                    0.018675743103027345,
+                    0.01870844841003418,
+                    0.018548736572265623,
+                    0.018553855895996094,
+                    0.01881804847717285,
+                    0.018568191528320312,
+                    0.019620864868164063,
+                    0.019572736740112305,
+                    0.019586048126220702,
+                    0.01945497512817383,
+                    0.03896115112304688,
+                    0.01841766357421875,
+                    0.018472959518432617,
+                    0.018618368148803712,
+                    0.018551807403564453,
+                    0.01863167953491211,
+                    0.01862758445739746,
+                    0.01859686470031738,
+                    0.01859174346923828,
+                    0.019001344680786132,
+                    0.01946112060546875,
+                    0.01863987159729004,
+                    0.01865318489074707,
+                    0.01863065528869629,
+                    0.019124223709106446,
+                    0.020530176162719727,
+                    0.019713024139404296,
+                    0.019577856063842772,
+                    0.01947750473022461,
+                    0.019510271072387696,
+                    0.01945808029174805,
+                    0.0196474552154541,
+                    0.01939148712158203,
+                    0.019495935440063478,
+                    0.019512319564819337,
+                    0.01924198341369629,
+                    0.018463743209838866,
+                    0.01867263984680176,
+                    0.018696191787719727,
+                    0.018702335357666015,
+                    0.01868185615539551,
+                    0.018675712585449217,
+                    0.018663423538208008,
+                    0.019549184799194336,
+                    0.01925529670715332,
+                    0.019374080657958984,
+                    0.01942937660217285,
+                    0.019479551315307618,
+                    0.01922662353515625,
+                    0.019307519912719725,
+                    0.019528703689575197,
+                    0.019491840362548828,
+                    0.01945599937438965,
+                    0.019335168838500977,
+                    0.019177471160888672,
+                    0.01945497512817383,
+                    0.019548160552978516,
+                    0.019759103775024413,
+                    0.019532800674438477,
+                    0.019501056671142578,
+                    0.019177471160888672,
+                    0.018601984024047852,
+                    0.018646015167236327,
+                    0.01864192008972168,
+                    0.01866649627685547,
+                    0.018571264266967775,
+                    0.018465791702270508,
+                    0.018588672637939452,
+                    0.018708480834960937,
+                    0.018669567108154296,
+                    0.018559999465942383,
+                    0.018544639587402344,
+                    0.018768896102905275,
+                    0.01881292724609375,
+                    0.018790399551391602,
+                    0.018707456588745116,
+                    0.0185743350982666,
+                    0.018956287384033203,
+                    0.0192993278503418,
+                    0.019342336654663086,
+                    0.019304447174072266,
+                    0.019611648559570313,
+                    0.019603456497192383,
+                    0.019777536392211914,
+                    0.019631103515625,
+                    0.019569664001464843,
+                    0.018784255981445314,
+                    0.018768896102905275,
+                    0.018758655548095703,
+                    0.01883647918701172,
+                    0.019510271072387696,
+                    0.019655679702758787,
+                    0.01875660705566406,
+                    0.01855897521972656,
+                    0.01876479911804199,
+                    0.018775039672851563,
+                    0.018556928634643553,
+                    0.018795520782470702,
+                    0.019619840621948242,
+                    0.01967513656616211,
+                    0.019300352096557616,
+                    0.019361791610717775,
+                    0.019331071853637697,
+                    0.018538496017456055,
+                    0.018548736572265623,
+                    0.018587648391723634,
+                    0.018685951232910156,
+                    0.018748416900634765,
+                    0.018723840713500976,
+                    0.018735103607177735,
+                    0.019986431121826173,
+                    0.018755584716796874,
+                    0.01880985641479492,
+                    0.018795520782470702,
+                    0.018785280227661134,
+                    0.01879756736755371,
+                    0.018765823364257812,
+                    0.018757631301879883,
+                    0.018733055114746093,
+                    0.018742271423339844,
+                    0.018763776779174804,
+                    0.01879654312133789,
+                    0.01877299118041992,
+                    0.018719743728637696,
+                    0.018760704040527345,
+                    0.018716672897338867,
+                    0.018611200332641603,
+                    0.018527231216430663,
+                    0.01879756736755371,
+                    0.018968576431274413,
+                    0.020810752868652343,
+                    0.018912256240844725,
+                    0.018791423797607423,
+                    0.018767871856689454,
+                    0.019179519653320314,
+                    0.019588096618652344,
+                    0.01964339256286621
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 51.811603084184284
+            },
+            "energy": null,
+            "efficiency": null
+        }
+    }
+}

2024-06-20/commit=6d4306160ab22c54a677e07f88c7d8808b137d38/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark_config.json

@@ -0,0 +1,102 @@
+{
+    "name": "pytorch_generate",
+    "backend": {
+        "name": "pytorch",
+        "version": "2.3.0+cu121",
+        "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+        "task": "text-generation",
+        "library": "transformers",
+        "model": "google/gemma-2b",
+        "processor": "google/gemma-2b",
+        "device": "cuda",
+        "device_ids": "0",
+        "seed": 42,
+        "inter_op_num_threads": null,
+        "intra_op_num_threads": null,
+        "model_kwargs": {},
+        "processor_kwargs": {},
+        "hub_kwargs": {},
+        "no_weights": true,
+        "device_map": null,
+        "torch_dtype": "float16",
+        "eval_mode": true,
+        "to_bettertransformer": false,
+        "low_cpu_mem_usage": null,
+        "attn_implementation": null,
+        "cache_implementation": null,
+        "autocast_enabled": false,
+        "autocast_dtype": null,
+        "torch_compile": false,
+        "torch_compile_target": "forward",
+        "torch_compile_config": {
+            "backend": "inductor",
+            "mode": "reduce-overhead",
+            "fullgraph": true
+        },
+        "quantization_scheme": null,
+        "quantization_config": {},
+        "deepspeed_inference": false,
+        "deepspeed_inference_config": {},
+        "peft_type": null,
+        "peft_config": {}
+    },
+    "scenario": {
+        "name": "inference",
+        "_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario",
+        "iterations": 2,
+        "duration": 0,
+        "warmup_runs": 10,
+        "input_shapes": {
+            "batch_size": 1,
+            "num_choices": 2,
+            "sequence_length": 7
+        },
+        "new_tokens": null,
+        "latency": true,
+        "memory": true,
+        "energy": false,
+        "forward_kwargs": {},
+        "generate_kwargs": {
+            "max_new_tokens": 128,
+            "min_new_tokens": 128,
+            "do_sample": false
+        },
+        "call_kwargs": {}
+    },
+    "launcher": {
+        "name": "process",
+        "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher",
+        "device_isolation": true,
+        "device_isolation_action": "warn",
+        "start_method": "spawn"
+    },
+    "environment": {
+        "cpu": " AMD EPYC 7R32",
+        "cpu_count": 16,
+        "cpu_ram_mb": 66697.29792,
+        "system": "Linux",
+        "machine": "x86_64",
+        "platform": "Linux-5.10.218-208.862.amzn2.x86_64-x86_64-with-glibc2.29",
+        "processor": "x86_64",
+        "python_version": "3.8.10",
+        "gpu": [
+            "NVIDIA A10G"
+        ],
+        "gpu_count": 1,
+        "gpu_vram_mb": 24146608128,
+        "optimum_benchmark_version": "0.2.1",
+        "optimum_benchmark_commit": null,
+        "transformers_version": "4.42.0.dev0",
+        "transformers_commit": "6d4306160ab22c54a677e07f88c7d8808b137d38",
+        "accelerate_version": "0.32.0.dev0",
+        "accelerate_commit": null,
+        "diffusers_version": null,
+        "diffusers_commit": null,
+        "optimum_version": "1.21.0.dev0",
+        "optimum_commit": null,
+        "timm_version": "0.9.16",
+        "timm_commit": null,
+        "peft_version": "0.11.2.dev0",
+        "peft_commit": null
+    }
+}

2024-06-20/commit=6d4306160ab22c54a677e07f88c7d8808b137d38/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark_report.json

@@ -0,0 +1,339 @@
+{
+    "prefill": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1721.806848,
+            "max_global_vram": 6793.199616,
+            "max_process_vram": 0.0,
+            "max_reserved": 6146.752512,
+            "max_allocated": 5034.576896
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 0.04648220825195312,
+            "mean": 0.02324110412597656,
+            "stdev": 0.002961711883544922,
+            "p50": 0.02324110412597656,
+            "p90": 0.025610473632812502,
+            "p95": 0.02590664482116699,
+            "p99": 0.026143581771850586,
+            "values": [
+                0.026202816009521485,
+                0.02027939224243164
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 301.19050979923566
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "decode": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1721.868288,
+            "max_global_vram": 6795.296768,
+            "max_process_vram": 0.0,
+            "max_reserved": 6148.849664,
+            "max_allocated": 5034.577408
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 4.8825307617187494,
+            "mean": 2.4412653808593747,
+            "stdev": 0.025046874999999913,
+            "p50": 2.4412653808593747,
+            "p90": 2.461302880859375,
+            "p95": 2.4638075683593748,
+            "p99": 2.465811318359375,
+            "values": [
+                2.466312255859375,
+                2.416218505859375
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 52.022201681037004
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "per_token": {
+        "memory": null,
+        "latency": {
+            "unit": "s",
+            "count": 253,
+            "total": 4.883076086044313,
+            "mean": 0.01930069599227001,
+            "stdev": 0.0013258983945804185,
+            "p50": 0.01929113578796387,
+            "p90": 0.019754598236083984,
+            "p95": 0.019976806259155273,
+            "p99": 0.02066485298156738,
+            "values": [
+                0.020149311065673827,
+                0.019780544281005858,
+                0.01925017547607422,
+                0.019293184280395507,
+                0.01919795227050781,
+                0.019204095840454103,
+                0.019280895233154297,
+                0.01903308868408203,
+                0.01900339126586914,
+                0.019111936569213867,
+                0.019396608352661132,
+                0.019315711975097655,
+                0.01920102310180664,
+                0.019180543899536134,
+                0.019474431991577147,
+                0.019417087554931642,
+                0.019524608612060547,
+                0.019075071334838867,
+                0.019177471160888672,
+                0.019944448471069336,
+                0.019400703430175782,
+                0.01905356788635254,
+                0.01921843147277832,
+                0.01904947280883789,
+                0.019041311264038085,
+                0.019037151336669923,
+                0.019017728805541992,
+                0.019129344940185547,
+                0.019486719131469727,
+                0.019390464782714844,
+                0.01924608039855957,
+                0.019207168579101562,
+                0.019091455459594727,
+                0.018946048736572265,
+                0.019190784454345702,
+                0.01909350395202637,
+                0.02030080032348633,
+                0.01987993621826172,
+                0.019975168228149414,
+                0.019979263305664064,
+                0.019957759857177734,
+                0.01999667167663574,
+                0.019938304901123048,
+                0.019921951293945313,
+                0.01991267204284668,
+                0.01979910469055176,
+                0.019911615371704102,
+                0.02008780860900879,
+                0.020914176940917968,
+                0.02021990394592285,
+                0.019887104034423828,
+                0.019736576080322265,
+                0.0192993278503418,
+                0.019393535614013673,
+                0.01945497512817383,
+                0.01944780731201172,
+                0.019607551574707033,
+                0.018776063919067384,
+                0.019288063049316406,
+                0.019396608352661132,
+                0.019345407485961915,
+                0.018780160903930664,
+                0.018601984024047852,
+                0.018523136138916017,
+                0.01939455986022949,
+                0.019301376342773437,
+                0.01962495994567871,
+                0.019372032165527343,
+                0.019312639236450196,
+                0.0192993278503418,
+                0.019723264694213868,
+                0.01962188720703125,
+                0.019615743637084963,
+                0.01960960006713867,
+                0.01965977668762207,
+                0.019599359512329103,
+                0.01963929557800293,
+                0.019663871765136717,
+                0.019620864868164063,
+                0.019300352096557616,
+                0.019409919738769533,
+                0.01965158462524414,
+                0.019310592651367187,
+                0.019280895233154297,
+                0.019489791870117186,
+                0.0196177921295166,
+                0.019612672805786133,
+                0.019589120864868165,
+                0.01962393569946289,
+                0.019668991088867188,
+                0.019602432250976562,
+                0.01960550308227539,
+                0.019337215423583985,
+                0.019283967971801756,
+                0.019332096099853514,
+                0.01927475166320801,
+                0.019727359771728514,
+                0.020230144500732423,
+                0.02003865623474121,
+                0.019664896011352538,
+                0.01929113578796387,
+                0.018562047958374024,
+                0.018760704040527345,
+                0.019224576950073242,
+                0.01862553596496582,
+                0.018787328720092773,
+                0.019361791610717775,
+                0.01965772819519043,
+                0.01965363121032715,
+                0.019587072372436523,
+                0.019533824920654298,
+                0.019631103515625,
+                0.01960857582092285,
+                0.01960960006713867,
+                0.019619840621948242,
+                0.01927065658569336,
+                0.018675743103027345,
+                0.01870844841003418,
+                0.018548736572265623,
+                0.018553855895996094,
+                0.01881804847717285,
+                0.018568191528320312,
+                0.019620864868164063,
+                0.019572736740112305,
+                0.019586048126220702,
+                0.01945497512817383,
+                0.03896115112304688,
+                0.01841766357421875,
+                0.018472959518432617,
+                0.018618368148803712,
+                0.018551807403564453,
+                0.01863167953491211,
+                0.01862758445739746,
+                0.01859686470031738,
+                0.01859174346923828,
+                0.019001344680786132,
+                0.01946112060546875,
+                0.01863987159729004,
+                0.01865318489074707,
+                0.01863065528869629,
+                0.019124223709106446,
+                0.020530176162719727,
+                0.019713024139404296,
+                0.019577856063842772,
+                0.01947750473022461,
+                0.019510271072387696,
+                0.01945808029174805,
+                0.0196474552154541,
+                0.01939148712158203,
+                0.019495935440063478,
+                0.019512319564819337,
+                0.01924198341369629,
+                0.018463743209838866,
+                0.01867263984680176,
+                0.018696191787719727,
+                0.018702335357666015,
+                0.01868185615539551,
+                0.018675712585449217,
+                0.018663423538208008,
+                0.019549184799194336,
+                0.01925529670715332,
+                0.019374080657958984,
+                0.01942937660217285,
+                0.019479551315307618,
+                0.01922662353515625,
+                0.019307519912719725,
+                0.019528703689575197,
+                0.019491840362548828,
+                0.01945599937438965,
+                0.019335168838500977,
+                0.019177471160888672,
+                0.01945497512817383,
+                0.019548160552978516,
+                0.019759103775024413,
+                0.019532800674438477,
+                0.019501056671142578,
+                0.019177471160888672,
+                0.018601984024047852,
+                0.018646015167236327,
+                0.01864192008972168,
+                0.01866649627685547,
+                0.018571264266967775,
+                0.018465791702270508,
+                0.018588672637939452,
+                0.018708480834960937,
+                0.018669567108154296,
+                0.018559999465942383,
+                0.018544639587402344,
+                0.018768896102905275,
+                0.01881292724609375,
+                0.018790399551391602,
+                0.018707456588745116,
+                0.0185743350982666,
+                0.018956287384033203,
+                0.0192993278503418,
+                0.019342336654663086,
+                0.019304447174072266,
+                0.019611648559570313,
+                0.019603456497192383,
+                0.019777536392211914,
+                0.019631103515625,
+                0.019569664001464843,
+                0.018784255981445314,
+                0.018768896102905275,
+                0.018758655548095703,
+                0.01883647918701172,
+                0.019510271072387696,
+                0.019655679702758787,
+                0.01875660705566406,
+                0.01855897521972656,
+                0.01876479911804199,
+                0.018775039672851563,
+                0.018556928634643553,
+                0.018795520782470702,
+                0.019619840621948242,
+                0.01967513656616211,
+                0.019300352096557616,
+                0.019361791610717775,
+                0.019331071853637697,
+                0.018538496017456055,
+                0.018548736572265623,
+                0.018587648391723634,
+                0.018685951232910156,
+                0.018748416900634765,
+                0.018723840713500976,
+                0.018735103607177735,
+                0.019986431121826173,
+                0.018755584716796874,
+                0.01880985641479492,
+                0.018795520782470702,
+                0.018785280227661134,
+                0.01879756736755371,
+                0.018765823364257812,
+                0.018757631301879883,
+                0.018733055114746093,
+                0.018742271423339844,
+                0.018763776779174804,
+                0.01879654312133789,
+                0.01877299118041992,
+                0.018719743728637696,
+                0.018760704040527345,
+                0.018716672897338867,
+                0.018611200332641603,
+                0.018527231216430663,
+                0.01879756736755371,
+                0.018968576431274413,
+                0.020810752868652343,
+                0.018912256240844725,
+                0.018791423797607423,
+                0.018767871856689454,
+                0.019179519653320314,
+                0.019588096618652344,
+                0.01964339256286621
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 51.811603084184284
+        },
+        "energy": null,
+        "efficiency": null
+    }
+}

2024-06-20/commit=6d4306160ab22c54a677e07f88c7d8808b137d38/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/summary.json

@@ -0,0 +1,13 @@
+{
+    "model": "google/gemma-2b",
+    "commit": "6d4306160ab22c54a677e07f88c7d8808b137d38",
+    "config": "backend.cache_implementation=null,backend.torch_compile=False",
+    "metrics": {
+        "prefill.latency.mean": 0.02324110412597656,
+        "prefill.throughput.value": 301.19050979923566,
+        "decode.latency.mean": 2.4412653808593747,
+        "decode.throughput.value": 52.022201681037004,
+        "per_token.latency.mean": 0.01930069599227001,
+        "per_token.throughput.value": 51.811603084184284
+    }
+}

2024-06-20/commit=6d4306160ab22c54a677e07f88c7d8808b137d38/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/config.yaml

@@ -0,0 +1,91 @@
+name: pytorch_generate
+backend:
+  name: pytorch
+  version: 2.3.0+cu121
+  _target_: optimum_benchmark.backends.pytorch.backend.PyTorchBackend
+  task: null
+  library: null
+  model: google/gemma-2b
+  processor: null
+  device: cuda
+  device_ids: '0'
+  seed: 42
+  inter_op_num_threads: null
+  intra_op_num_threads: null
+  model_kwargs: {}
+  processor_kwargs: {}
+  hub_kwargs: {}
+  no_weights: true
+  device_map: null
+  torch_dtype: float16
+  eval_mode: true
+  to_bettertransformer: false
+  low_cpu_mem_usage: null
+  attn_implementation: null
+  cache_implementation: null
+  autocast_enabled: false
+  autocast_dtype: null
+  torch_compile: true
+  torch_compile_target: forward
+  torch_compile_config:
+    backend: inductor
+    mode: reduce-overhead
+    fullgraph: true
+  quantization_scheme: null
+  quantization_config: {}
+  deepspeed_inference: false
+  deepspeed_inference_config: {}
+  peft_type: null
+  peft_config: {}
+scenario:
+  name: inference
+  _target_: optimum_benchmark.scenarios.inference.scenario.InferenceScenario
+  iterations: 2
+  duration: 0
+  warmup_runs: 10
+  input_shapes:
+    batch_size: 1
+    sequence_length: 7
+  new_tokens: null
+  latency: true
+  memory: true
+  energy: false
+  forward_kwargs: {}
+  generate_kwargs:
+    max_new_tokens: 128
+    min_new_tokens: 128
+    do_sample: false
+  call_kwargs: {}
+launcher:
+  name: process
+  _target_: optimum_benchmark.launchers.process.launcher.ProcessLauncher
+  device_isolation: true
+  device_isolation_action: warn
+  start_method: spawn
+environment:
+  cpu: ' AMD EPYC 7R32'
+  cpu_count: 16
+  cpu_ram_mb: 66697.29792
+  system: Linux
+  machine: x86_64
+  platform: Linux-5.10.218-208.862.amzn2.x86_64-x86_64-with-glibc2.29
+  processor: x86_64
+  python_version: 3.8.10
+  gpu:
+  - NVIDIA A10G
+  gpu_count: 1
+  gpu_vram_mb: 24146608128
+  optimum_benchmark_version: 0.2.1
+  optimum_benchmark_commit: null
+  transformers_version: 4.42.0.dev0
+  transformers_commit: 6d4306160ab22c54a677e07f88c7d8808b137d38
+  accelerate_version: 0.32.0.dev0
+  accelerate_commit: null
+  diffusers_version: null
+  diffusers_commit: null
+  optimum_version: 1.21.0.dev0
+  optimum_commit: null
+  timm_version: 0.9.16
+  timm_commit: null
+  peft_version: 0.11.2.dev0
+  peft_commit: null

2024-06-20/commit=6d4306160ab22c54a677e07f88c7d8808b137d38/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmpmkh2zfwa/commit=6d4306160ab22c54a677e07f88c7d8808b137d38/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmpmkh2zfwa/commit=6d4306160ab22c54a677e07f88c7d8808b137d38
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmpmkh2zfwa/commit\=6d4306160ab22c54a677e07f88c7d8808b137d38
+    - hydra.run.dir=_benchmark/tmpmkh2zfwa/commit\=6d4306160ab22c54a677e07f88c7d8808b137d38/${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/tmpmkh2zfwa/commit=6d4306160ab22c54a677e07f88c7d8808b137d38/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True
+    choices:
+      backend: pytorch
+      launcher: process
+      scenario: inference
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: disabled
+      hydra/hydra_logging: disabled
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: basic
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false

2024-06-20/commit=6d4306160ab22c54a677e07f88c7d8808b137d38/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/overrides.yaml

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

2024-06-20/commit=6d4306160ab22c54a677e07f88c7d8808b137d38/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark.log

@@ -0,0 +1 @@
+[ISOLATED-PROCESS][2024-06-20 12:38:47,852][process][ERROR] - 	+ Sending traceback to main process

2024-06-20/commit=6d4306160ab22c54a677e07f88c7d8808b137d38/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark_config.json

@@ -0,0 +1,102 @@
+{
+    "name": "pytorch_generate",
+    "backend": {
+        "name": "pytorch",
+        "version": "2.3.0+cu121",
+        "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+        "task": "text-generation",
+        "library": "transformers",
+        "model": "google/gemma-2b",
+        "processor": "google/gemma-2b",
+        "device": "cuda",
+        "device_ids": "0",
+        "seed": 42,
+        "inter_op_num_threads": null,
+        "intra_op_num_threads": null,
+        "model_kwargs": {},
+        "processor_kwargs": {},
+        "hub_kwargs": {},
+        "no_weights": true,
+        "device_map": null,
+        "torch_dtype": "float16",
+        "eval_mode": true,
+        "to_bettertransformer": false,
+        "low_cpu_mem_usage": null,
+        "attn_implementation": null,
+        "cache_implementation": null,
+        "autocast_enabled": false,
+        "autocast_dtype": null,
+        "torch_compile": true,
+        "torch_compile_target": "forward",
+        "torch_compile_config": {
+            "backend": "inductor",
+            "mode": "reduce-overhead",
+            "fullgraph": true
+        },
+        "quantization_scheme": null,
+        "quantization_config": {},
+        "deepspeed_inference": false,
+        "deepspeed_inference_config": {},
+        "peft_type": null,
+        "peft_config": {}
+    },
+    "scenario": {
+        "name": "inference",
+        "_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario",
+        "iterations": 2,
+        "duration": 0,
+        "warmup_runs": 10,
+        "input_shapes": {
+            "batch_size": 1,
+            "num_choices": 2,
+            "sequence_length": 7
+        },
+        "new_tokens": null,
+        "latency": true,
+        "memory": true,
+        "energy": false,
+        "forward_kwargs": {},
+        "generate_kwargs": {
+            "max_new_tokens": 128,
+            "min_new_tokens": 128,
+            "do_sample": false
+        },
+        "call_kwargs": {}
+    },
+    "launcher": {
+        "name": "process",
+        "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher",
+        "device_isolation": true,
+        "device_isolation_action": "warn",
+        "start_method": "spawn"
+    },
+    "environment": {
+        "cpu": " AMD EPYC 7R32",
+        "cpu_count": 16,
+        "cpu_ram_mb": 66697.29792,
+        "system": "Linux",
+        "machine": "x86_64",
+        "platform": "Linux-5.10.218-208.862.amzn2.x86_64-x86_64-with-glibc2.29",
+        "processor": "x86_64",
+        "python_version": "3.8.10",
+        "gpu": [
+            "NVIDIA A10G"
+        ],
+        "gpu_count": 1,
+        "gpu_vram_mb": 24146608128,
+        "optimum_benchmark_version": "0.2.1",
+        "optimum_benchmark_commit": null,
+        "transformers_version": "4.42.0.dev0",
+        "transformers_commit": "6d4306160ab22c54a677e07f88c7d8808b137d38",
+        "accelerate_version": "0.32.0.dev0",
+        "accelerate_commit": null,
+        "diffusers_version": null,
+        "diffusers_commit": null,
+        "optimum_version": "1.21.0.dev0",
+        "optimum_commit": null,
+        "timm_version": "0.9.16",
+        "timm_commit": null,
+        "peft_version": "0.11.2.dev0",
+        "peft_commit": null
+    }
+}

2024-06-20/commit=6d4306160ab22c54a677e07f88c7d8808b137d38/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/config.yaml

@@ -0,0 +1,91 @@
+name: pytorch_generate
+backend:
+  name: pytorch
+  version: 2.3.0+cu121
+  _target_: optimum_benchmark.backends.pytorch.backend.PyTorchBackend
+  task: null
+  library: null
+  model: google/gemma-2b
+  processor: null
+  device: cuda
+  device_ids: '0'
+  seed: 42
+  inter_op_num_threads: null
+  intra_op_num_threads: null
+  model_kwargs: {}
+  processor_kwargs: {}
+  hub_kwargs: {}
+  no_weights: true
+  device_map: null
+  torch_dtype: float16
+  eval_mode: true
+  to_bettertransformer: false
+  low_cpu_mem_usage: null
+  attn_implementation: null
+  cache_implementation: static
+  autocast_enabled: false
+  autocast_dtype: null
+  torch_compile: false
+  torch_compile_target: forward
+  torch_compile_config:
+    backend: inductor
+    mode: reduce-overhead
+    fullgraph: true
+  quantization_scheme: null
+  quantization_config: {}
+  deepspeed_inference: false
+  deepspeed_inference_config: {}
+  peft_type: null
+  peft_config: {}
+scenario:
+  name: inference
+  _target_: optimum_benchmark.scenarios.inference.scenario.InferenceScenario
+  iterations: 2
+  duration: 0
+  warmup_runs: 10
+  input_shapes:
+    batch_size: 1
+    sequence_length: 7
+  new_tokens: null
+  latency: true
+  memory: true
+  energy: false
+  forward_kwargs: {}
+  generate_kwargs:
+    max_new_tokens: 128
+    min_new_tokens: 128
+    do_sample: false
+  call_kwargs: {}
+launcher:
+  name: process
+  _target_: optimum_benchmark.launchers.process.launcher.ProcessLauncher
+  device_isolation: true
+  device_isolation_action: warn
+  start_method: spawn
+environment:
+  cpu: ' AMD EPYC 7R32'
+  cpu_count: 16
+  cpu_ram_mb: 66697.29792
+  system: Linux
+  machine: x86_64
+  platform: Linux-5.10.218-208.862.amzn2.x86_64-x86_64-with-glibc2.29
+  processor: x86_64
+  python_version: 3.8.10
+  gpu:
+  - NVIDIA A10G
+  gpu_count: 1
+  gpu_vram_mb: 24146608128
+  optimum_benchmark_version: 0.2.1
+  optimum_benchmark_commit: null
+  transformers_version: 4.42.0.dev0
+  transformers_commit: 6d4306160ab22c54a677e07f88c7d8808b137d38
+  accelerate_version: 0.32.0.dev0
+  accelerate_commit: null
+  diffusers_version: null
+  diffusers_commit: null
+  optimum_version: 1.21.0.dev0
+  optimum_commit: null
+  timm_version: 0.9.16
+  timm_commit: null
+  peft_version: 0.11.2.dev0
+  peft_commit: null

2024-06-20/commit=6d4306160ab22c54a677e07f88c7d8808b137d38/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmpmkh2zfwa/commit=6d4306160ab22c54a677e07f88c7d8808b137d38/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmpmkh2zfwa/commit=6d4306160ab22c54a677e07f88c7d8808b137d38
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmpmkh2zfwa/commit\=6d4306160ab22c54a677e07f88c7d8808b137d38
+    - hydra.run.dir=_benchmark/tmpmkh2zfwa/commit\=6d4306160ab22c54a677e07f88c7d8808b137d38/${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/tmpmkh2zfwa/commit=6d4306160ab22c54a677e07f88c7d8808b137d38/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False
+    choices:
+      backend: pytorch
+      launcher: process
+      scenario: inference
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: disabled
+      hydra/hydra_logging: disabled
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: basic
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false

2024-06-20/commit=6d4306160ab22c54a677e07f88c7d8808b137d38/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/overrides.yaml

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

2024-06-20/commit=6d4306160ab22c54a677e07f88c7d8808b137d38/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark.json

@@ -0,0 +1,443 @@
+{
+    "config": {
+        "name": "pytorch_generate",
+        "backend": {
+            "name": "pytorch",
+            "version": "2.3.0+cu121",
+            "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+            "task": "text-generation",
+            "library": "transformers",
+            "model": "google/gemma-2b",
+            "processor": "google/gemma-2b",
+            "device": "cuda",
+            "device_ids": "0",
+            "seed": 42,
+            "inter_op_num_threads": null,
+            "intra_op_num_threads": null,
+            "model_kwargs": {},
+            "processor_kwargs": {},
+            "hub_kwargs": {},
+            "no_weights": true,
+            "device_map": null,
+            "torch_dtype": "float16",
+            "eval_mode": true,
+            "to_bettertransformer": false,
+            "low_cpu_mem_usage": null,
+            "attn_implementation": null,
+            "cache_implementation": "static",
+            "autocast_enabled": false,
+            "autocast_dtype": null,
+            "torch_compile": false,
+            "torch_compile_target": "forward",
+            "torch_compile_config": {
+                "backend": "inductor",
+                "mode": "reduce-overhead",
+                "fullgraph": true
+            },
+            "quantization_scheme": null,
+            "quantization_config": {},
+            "deepspeed_inference": false,
+            "deepspeed_inference_config": {},
+            "peft_type": null,
+            "peft_config": {}
+        },
+        "scenario": {
+            "name": "inference",
+            "_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario",
+            "iterations": 2,
+            "duration": 0,
+            "warmup_runs": 10,
+            "input_shapes": {
+                "batch_size": 1,
+                "num_choices": 2,
+                "sequence_length": 7
+            },
+            "new_tokens": null,
+            "latency": true,
+            "memory": true,
+            "energy": false,
+            "forward_kwargs": {},
+            "generate_kwargs": {
+                "max_new_tokens": 128,
+                "min_new_tokens": 128,
+                "do_sample": false
+            },
+            "call_kwargs": {}
+        },
+        "launcher": {
+            "name": "process",
+            "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher",
+            "device_isolation": true,
+            "device_isolation_action": "warn",
+            "start_method": "spawn"
+        },
+        "environment": {
+            "cpu": " AMD EPYC 7R32",
+            "cpu_count": 16,
+            "cpu_ram_mb": 66697.29792,
+            "system": "Linux",
+            "machine": "x86_64",
+            "platform": "Linux-5.10.218-208.862.amzn2.x86_64-x86_64-with-glibc2.29",
+            "processor": "x86_64",
+            "python_version": "3.8.10",
+            "gpu": [
+                "NVIDIA A10G"
+            ],
+            "gpu_count": 1,
+            "gpu_vram_mb": 24146608128,
+            "optimum_benchmark_version": "0.2.1",
+            "optimum_benchmark_commit": null,
+            "transformers_version": "4.42.0.dev0",
+            "transformers_commit": "6d4306160ab22c54a677e07f88c7d8808b137d38",
+            "accelerate_version": "0.32.0.dev0",
+            "accelerate_commit": null,
+            "diffusers_version": null,
+            "diffusers_commit": null,
+            "optimum_version": "1.21.0.dev0",
+            "optimum_commit": null,
+            "timm_version": "0.9.16",
+            "timm_commit": null,
+            "peft_version": "0.11.2.dev0",
+            "peft_commit": null
+        }
+    },
+    "report": {
+        "prefill": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1767.8336,
+                "max_global_vram": 6793.199616,
+                "max_process_vram": 0.0,
+                "max_reserved": 6146.752512,
+                "max_allocated": 5036.936192
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 0.043975969314575196,
+                "mean": 0.021987984657287598,
+                "stdev": 0.00021000003814697354,
+                "p50": 0.021987984657287598,
+                "p90": 0.022155984687805177,
+                "p95": 0.022176984691619873,
+                "p99": 0.02219378469467163,
+                "values": [
+                    0.02219798469543457,
+                    0.021777984619140624
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 318.355688759313
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "decode": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1767.85408,
+                "max_global_vram": 6793.199616,
+                "max_process_vram": 0.0,
+                "max_reserved": 6146.752512,
+                "max_allocated": 5036.936704
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 5.14074169921875,
+                "mean": 2.570370849609375,
+                "stdev": 0.027931884765624915,
+                "p50": 2.570370849609375,
+                "p90": 2.592716357421875,
+                "p95": 2.5955095458984374,
+                "p99": 2.5977440966796874,
+                "values": [
+                    2.598302734375,
+                    2.54243896484375
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 49.40921268979551
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "per_token": {
+            "memory": null,
+            "latency": {
+                "unit": "s",
+                "count": 253,
+                "total": 5.141798913955688,
+                "mean": 0.0203233158654375,
+                "stdev": 0.001441641347313011,
+                "p50": 0.020002815246582033,
+                "p90": 0.020882228088378904,
+                "p95": 0.021319065856933595,
+                "p99": 0.021992734375,
+                "values": [
+                    0.021782527923583983,
+                    0.02206515121459961,
+                    0.021918720245361328,
+                    0.021416959762573243,
+                    0.020658176422119142,
+                    0.020582399368286132,
+                    0.020626432418823244,
+                    0.02032537651062012,
+                    0.020521984100341797,
+                    0.020616191864013672,
+                    0.020760576248168947,
+                    0.02065920066833496,
+                    0.020609024047851563,
+                    0.02088243293762207,
+                    0.020928512573242186,
+                    0.020802560806274413,
+                    0.02066022491455078,
+                    0.020387840270996094,
+                    0.020599807739257812,
+                    0.020501504898071288,
+                    0.02043187141418457,
+                    0.020625408172607423,
+                    0.020485120773315428,
+                    0.021073951721191406,
+                    0.02071651268005371,
+                    0.020569087982177735,
+                    0.020946943283081054,
+                    0.02089779281616211,
+                    0.02150399971008301,
+                    0.021925888061523437,
+                    0.02143948745727539,
+                    0.02046566390991211,
+                    0.020602880477905275,
+                    0.02087321662902832,
+                    0.020577280044555665,
+                    0.02044927978515625,
+                    0.022344703674316405,
+                    0.021345279693603517,
+                    0.021335039138793945,
+                    0.021122047424316406,
+                    0.02119987106323242,
+                    0.020238336563110353,
+                    0.020344831466674804,
+                    0.02050764846801758,
+                    0.020511743545532226,
+                    0.020398080825805662,
+                    0.020132863998413086,
+                    0.020584447860717774,
+                    0.020794368743896483,
+                    0.020702207565307617,
+                    0.020000768661499024,
+                    0.019962879180908204,
+                    0.020025344848632814,
+                    0.019994623184204103,
+                    0.020008960723876954,
+                    0.01998847961425781,
+                    0.019979263305664064,
+                    0.01982975959777832,
+                    0.019842048645019532,
+                    0.019902463912963866,
+                    0.020025344848632814,
+                    0.01982259178161621,
+                    0.01986355209350586,
+                    0.020051967620849608,
+                    0.020074495315551756,
+                    0.02021990394592285,
+                    0.020011007308959963,
+                    0.019963903427124022,
+                    0.020011007308959963,
+                    0.019969024658203126,
+                    0.019978239059448243,
+                    0.019984384536743165,
+                    0.01997209548950195,
+                    0.019943424224853516,
+                    0.019979263305664064,
+                    0.019918848037719726,
+                    0.019982336044311523,
+                    0.019973119735717772,
+                    0.01983897590637207,
+                    0.01977446365356445,
+                    0.019778560638427735,
+                    0.019801088333129883,
+                    0.02007347106933594,
+                    0.019899391174316407,
+                    0.019812351226806642,
+                    0.021319679260253906,
+                    0.020187135696411132,
+                    0.0200447998046875,
+                    0.019994623184204103,
+                    0.01998847961425781,
+                    0.019986431121826173,
+                    0.019977216720581056,
+                    0.019985408782958985,
+                    0.019973119735717772,
+                    0.019927040100097656,
+                    0.019962879180908204,
+                    0.020002815246582033,
+                    0.019943424224853516,
+                    0.019948543548583983,
+                    0.019983360290527344,
+                    0.019965951919555663,
+                    0.02046668815612793,
+                    0.02164531135559082,
+                    0.021015552520751952,
+                    0.02067046356201172,
+                    0.020737024307250978,
+                    0.020668415069580077,
+                    0.019989503860473632,
+                    0.019962879180908204,
+                    0.020002815246582033,
+                    0.019979263305664064,
+                    0.02000588798522949,
+                    0.020173824310302735,
+                    0.02045337677001953,
+                    0.020661247253417968,
+                    0.020800512313842775,
+                    0.020666368484497072,
+                    0.020690944671630858,
+                    0.020738048553466795,
+                    0.020761600494384767,
+                    0.020716543197631835,
+                    0.02131865692138672,
+                    0.021191680908203125,
+                    0.02083737564086914,
+                    0.020802560806274413,
+                    0.020690944671630858,
+                    0.04194406509399414,
+                    0.020008960723876954,
+                    0.019978239059448243,
+                    0.019932159423828123,
+                    0.019963903427124022,
+                    0.020006912231445313,
+                    0.020000768661499024,
+                    0.020008960723876954,
+                    0.020023296356201172,
+                    0.020011007308959963,
+                    0.019970048904418947,
+                    0.020007936477661133,
+                    0.019978239059448243,
+                    0.02003865623474121,
+                    0.02001817512512207,
+                    0.019999744415283204,
+                    0.020001792907714845,
+                    0.020006912231445313,
+                    0.01983283233642578,
+                    0.019809280395507813,
+                    0.01983897590637207,
+                    0.019959808349609375,
+                    0.019941375732421874,
+                    0.019965951919555663,
+                    0.020000768661499024,
+                    0.019951616287231445,
+                    0.01984409523010254,
+                    0.019978239059448243,
+                    0.019969024658203126,
+                    0.019993600845336915,
+                    0.019971071243286134,
+                    0.019851264953613282,
+                    0.01977446365356445,
+                    0.019800064086914062,
+                    0.019977216720581056,
+                    0.019981311798095702,
+                    0.019999744415283204,
+                    0.020304895401000975,
+                    0.020008960723876954,
+                    0.020011007308959963,
+                    0.019986431121826173,
+                    0.01999564743041992,
+                    0.019983360290527344,
+                    0.020011007308959963,
+                    0.019981311798095702,
+                    0.020025344848632814,
+                    0.01999667167663574,
+                    0.01997209548950195,
+                    0.019984384536743165,
+                    0.019997695922851562,
+                    0.019970048904418947,
+                    0.02002739143371582,
+                    0.019983360290527344,
+                    0.020000768661499024,
+                    0.020000768661499024,
+                    0.020009983062744142,
+                    0.019939327239990236,
+                    0.0200263671875,
+                    0.019989503860473632,
+                    0.019965951919555663,
+                    0.020006912231445313,
+                    0.01998028755187988,
+                    0.019965951919555663,
+                    0.020007936477661133,
+                    0.019990528106689453,
+                    0.01998847961425781,
+                    0.019979263305664064,
+                    0.02001203155517578,
+                    0.01999667167663574,
+                    0.019992576599121094,
+                    0.019992576599121094,
+                    0.020016128540039063,
+                    0.019951616287231445,
+                    0.020008960723876954,
+                    0.020039680480957032,
+                    0.02002943992614746,
+                    0.020913152694702147,
+                    0.020777984619140624,
+                    0.01990553665161133,
+                    0.019842048645019532,
+                    0.02001203155517578,
+                    0.01982975959777832,
+                    0.019810304641723633,
+                    0.01977446365356445,
+                    0.01999564743041992,
+                    0.02002124786376953,
+                    0.019945472717285157,
+                    0.020311040878295897,
+                    0.019969024658203126,
+                    0.020001792907714845,
+                    0.019810304641723633,
+                    0.01983897590637207,
+                    0.01981439971923828,
+                    0.02088140869140625,
+                    0.020907007217407226,
+                    0.021161983489990235,
+                    0.02079641532897949,
+                    0.02004377555847168,
+                    0.02002739143371582,
+                    0.019954687118530275,
+                    0.019951616287231445,
+                    0.019975168228149414,
+                    0.019962879180908204,
+                    0.019976192474365235,
+                    0.019924991607666014,
+                    0.019985408782958985,
+                    0.019911680221557617,
+                    0.019965951919555663,
+                    0.019903488159179687,
+                    0.019960832595825196,
+                    0.019956735610961913,
+                    0.019984384536743165,
+                    0.019978239059448243,
+                    0.019952640533447266,
+                    0.019944448471069336,
+                    0.019958784103393554,
+                    0.019983360290527344,
+                    0.020009983062744142,
+                    0.02008678436279297,
+                    0.02000486373901367,
+                    0.020006912231445313,
+                    0.02002022361755371,
+                    0.019989503860473632,
+                    0.01998847961425781,
+                    0.020101119995117187,
+                    0.019974143981933593,
+                    0.019975168228149414
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 49.204569107772066
+            },
+            "energy": null,
+            "efficiency": null
+        }
+    }
+}

2024-06-20/commit=6d4306160ab22c54a677e07f88c7d8808b137d38/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark_config.json

@@ -0,0 +1,102 @@
+{
+    "name": "pytorch_generate",
+    "backend": {
+        "name": "pytorch",
+        "version": "2.3.0+cu121",
+        "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+        "task": "text-generation",
+        "library": "transformers",
+        "model": "google/gemma-2b",
+        "processor": "google/gemma-2b",
+        "device": "cuda",
+        "device_ids": "0",
+        "seed": 42,
+        "inter_op_num_threads": null,
+        "intra_op_num_threads": null,
+        "model_kwargs": {},
+        "processor_kwargs": {},
+        "hub_kwargs": {},
+        "no_weights": true,
+        "device_map": null,
+        "torch_dtype": "float16",
+        "eval_mode": true,
+        "to_bettertransformer": false,
+        "low_cpu_mem_usage": null,
+        "attn_implementation": null,
+        "cache_implementation": "static",
+        "autocast_enabled": false,
+        "autocast_dtype": null,
+        "torch_compile": false,
+        "torch_compile_target": "forward",
+        "torch_compile_config": {
+            "backend": "inductor",
+            "mode": "reduce-overhead",
+            "fullgraph": true
+        },
+        "quantization_scheme": null,
+        "quantization_config": {},
+        "deepspeed_inference": false,
+        "deepspeed_inference_config": {},
+        "peft_type": null,
+        "peft_config": {}
+    },
+    "scenario": {
+        "name": "inference",
+        "_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario",
+        "iterations": 2,
+        "duration": 0,
+        "warmup_runs": 10,
+        "input_shapes": {
+            "batch_size": 1,
+            "num_choices": 2,
+            "sequence_length": 7
+        },
+        "new_tokens": null,
+        "latency": true,
+        "memory": true,
+        "energy": false,
+        "forward_kwargs": {},
+        "generate_kwargs": {
+            "max_new_tokens": 128,
+            "min_new_tokens": 128,
+            "do_sample": false
+        },
+        "call_kwargs": {}
+    },
+    "launcher": {
+        "name": "process",
+        "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher",
+        "device_isolation": true,
+        "device_isolation_action": "warn",
+        "start_method": "spawn"
+    },
+    "environment": {
+        "cpu": " AMD EPYC 7R32",
+        "cpu_count": 16,
+        "cpu_ram_mb": 66697.29792,
+        "system": "Linux",
+        "machine": "x86_64",
+        "platform": "Linux-5.10.218-208.862.amzn2.x86_64-x86_64-with-glibc2.29",
+        "processor": "x86_64",
+        "python_version": "3.8.10",
+        "gpu": [
+            "NVIDIA A10G"
+        ],
+        "gpu_count": 1,
+        "gpu_vram_mb": 24146608128,
+        "optimum_benchmark_version": "0.2.1",
+        "optimum_benchmark_commit": null,
+        "transformers_version": "4.42.0.dev0",
+        "transformers_commit": "6d4306160ab22c54a677e07f88c7d8808b137d38",
+        "accelerate_version": "0.32.0.dev0",
+        "accelerate_commit": null,
+        "diffusers_version": null,
+        "diffusers_commit": null,
+        "optimum_version": "1.21.0.dev0",
+        "optimum_commit": null,
+        "timm_version": "0.9.16",
+        "timm_commit": null,
+        "peft_version": "0.11.2.dev0",
+        "peft_commit": null
+    }
+}

2024-06-20/commit=6d4306160ab22c54a677e07f88c7d8808b137d38/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark_report.json

@@ -0,0 +1,339 @@
+{
+    "prefill": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1767.8336,
+            "max_global_vram": 6793.199616,
+            "max_process_vram": 0.0,
+            "max_reserved": 6146.752512,
+            "max_allocated": 5036.936192
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 0.043975969314575196,
+            "mean": 0.021987984657287598,
+            "stdev": 0.00021000003814697354,
+            "p50": 0.021987984657287598,
+            "p90": 0.022155984687805177,
+            "p95": 0.022176984691619873,
+            "p99": 0.02219378469467163,
+            "values": [
+                0.02219798469543457,
+                0.021777984619140624
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 318.355688759313
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "decode": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1767.85408,
+            "max_global_vram": 6793.199616,
+            "max_process_vram": 0.0,
+            "max_reserved": 6146.752512,
+            "max_allocated": 5036.936704
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 5.14074169921875,
+            "mean": 2.570370849609375,
+            "stdev": 0.027931884765624915,
+            "p50": 2.570370849609375,
+            "p90": 2.592716357421875,
+            "p95": 2.5955095458984374,
+            "p99": 2.5977440966796874,
+            "values": [
+                2.598302734375,
+                2.54243896484375
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 49.40921268979551
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "per_token": {
+        "memory": null,
+        "latency": {
+            "unit": "s",
+            "count": 253,
+            "total": 5.141798913955688,
+            "mean": 0.0203233158654375,
+            "stdev": 0.001441641347313011,
+            "p50": 0.020002815246582033,
+            "p90": 0.020882228088378904,
+            "p95": 0.021319065856933595,
+            "p99": 0.021992734375,
+            "values": [
+                0.021782527923583983,
+                0.02206515121459961,
+                0.021918720245361328,
+                0.021416959762573243,
+                0.020658176422119142,
+                0.020582399368286132,
+                0.020626432418823244,
+                0.02032537651062012,
+                0.020521984100341797,
+                0.020616191864013672,
+                0.020760576248168947,
+                0.02065920066833496,
+                0.020609024047851563,
+                0.02088243293762207,
+                0.020928512573242186,
+                0.020802560806274413,
+                0.02066022491455078,
+                0.020387840270996094,
+                0.020599807739257812,
+                0.020501504898071288,
+                0.02043187141418457,
+                0.020625408172607423,
+                0.020485120773315428,
+                0.021073951721191406,
+                0.02071651268005371,
+                0.020569087982177735,
+                0.020946943283081054,
+                0.02089779281616211,
+                0.02150399971008301,
+                0.021925888061523437,
+                0.02143948745727539,
+                0.02046566390991211,
+                0.020602880477905275,
+                0.02087321662902832,
+                0.020577280044555665,
+                0.02044927978515625,
+                0.022344703674316405,
+                0.021345279693603517,
+                0.021335039138793945,
+                0.021122047424316406,
+                0.02119987106323242,
+                0.020238336563110353,
+                0.020344831466674804,
+                0.02050764846801758,
+                0.020511743545532226,
+                0.020398080825805662,
+                0.020132863998413086,
+                0.020584447860717774,
+                0.020794368743896483,
+                0.020702207565307617,
+                0.020000768661499024,
+                0.019962879180908204,
+                0.020025344848632814,
+                0.019994623184204103,
+                0.020008960723876954,
+                0.01998847961425781,
+                0.019979263305664064,
+                0.01982975959777832,
+                0.019842048645019532,
+                0.019902463912963866,
+                0.020025344848632814,
+                0.01982259178161621,
+                0.01986355209350586,
+                0.020051967620849608,
+                0.020074495315551756,
+                0.02021990394592285,
+                0.020011007308959963,
+                0.019963903427124022,
+                0.020011007308959963,
+                0.019969024658203126,
+                0.019978239059448243,
+                0.019984384536743165,
+                0.01997209548950195,
+                0.019943424224853516,
+                0.019979263305664064,
+                0.019918848037719726,
+                0.019982336044311523,
+                0.019973119735717772,
+                0.01983897590637207,
+                0.01977446365356445,
+                0.019778560638427735,
+                0.019801088333129883,
+                0.02007347106933594,
+                0.019899391174316407,
+                0.019812351226806642,
+                0.021319679260253906,
+                0.020187135696411132,
+                0.0200447998046875,
+                0.019994623184204103,
+                0.01998847961425781,
+                0.019986431121826173,
+                0.019977216720581056,
+                0.019985408782958985,
+                0.019973119735717772,
+                0.019927040100097656,
+                0.019962879180908204,
+                0.020002815246582033,
+                0.019943424224853516,
+                0.019948543548583983,
+                0.019983360290527344,
+                0.019965951919555663,
+                0.02046668815612793,
+                0.02164531135559082,
+                0.021015552520751952,
+                0.02067046356201172,
+                0.020737024307250978,
+                0.020668415069580077,
+                0.019989503860473632,
+                0.019962879180908204,
+                0.020002815246582033,
+                0.019979263305664064,
+                0.02000588798522949,
+                0.020173824310302735,
+                0.02045337677001953,
+                0.020661247253417968,
+                0.020800512313842775,
+                0.020666368484497072,
+                0.020690944671630858,
+                0.020738048553466795,
+                0.020761600494384767,
+                0.020716543197631835,
+                0.02131865692138672,
+                0.021191680908203125,
+                0.02083737564086914,
+                0.020802560806274413,
+                0.020690944671630858,
+                0.04194406509399414,
+                0.020008960723876954,
+                0.019978239059448243,
+                0.019932159423828123,
+                0.019963903427124022,
+                0.020006912231445313,
+                0.020000768661499024,
+                0.020008960723876954,
+                0.020023296356201172,
+                0.020011007308959963,
+                0.019970048904418947,
+                0.020007936477661133,
+                0.019978239059448243,
+                0.02003865623474121,
+                0.02001817512512207,
+                0.019999744415283204,
+                0.020001792907714845,
+                0.020006912231445313,
+                0.01983283233642578,
+                0.019809280395507813,
+                0.01983897590637207,
+                0.019959808349609375,
+                0.019941375732421874,
+                0.019965951919555663,
+                0.020000768661499024,
+                0.019951616287231445,
+                0.01984409523010254,
+                0.019978239059448243,
+                0.019969024658203126,
+                0.019993600845336915,
+                0.019971071243286134,
+                0.019851264953613282,
+                0.01977446365356445,
+                0.019800064086914062,
+                0.019977216720581056,
+                0.019981311798095702,
+                0.019999744415283204,
+                0.020304895401000975,
+                0.020008960723876954,
+                0.020011007308959963,
+                0.019986431121826173,
+                0.01999564743041992,
+                0.019983360290527344,
+                0.020011007308959963,
+                0.019981311798095702,
+                0.020025344848632814,
+                0.01999667167663574,
+                0.01997209548950195,
+                0.019984384536743165,
+                0.019997695922851562,
+                0.019970048904418947,
+                0.02002739143371582,
+                0.019983360290527344,
+                0.020000768661499024,
+                0.020000768661499024,
+                0.020009983062744142,
+                0.019939327239990236,
+                0.0200263671875,
+                0.019989503860473632,
+                0.019965951919555663,
+                0.020006912231445313,
+                0.01998028755187988,
+                0.019965951919555663,
+                0.020007936477661133,
+                0.019990528106689453,
+                0.01998847961425781,
+                0.019979263305664064,
+                0.02001203155517578,
+                0.01999667167663574,
+                0.019992576599121094,
+                0.019992576599121094,
+                0.020016128540039063,
+                0.019951616287231445,
+                0.020008960723876954,
+                0.020039680480957032,
+                0.02002943992614746,
+                0.020913152694702147,
+                0.020777984619140624,
+                0.01990553665161133,
+                0.019842048645019532,
+                0.02001203155517578,
+                0.01982975959777832,
+                0.019810304641723633,
+                0.01977446365356445,
+                0.01999564743041992,
+                0.02002124786376953,
+                0.019945472717285157,
+                0.020311040878295897,
+                0.019969024658203126,
+                0.020001792907714845,
+                0.019810304641723633,
+                0.01983897590637207,
+                0.01981439971923828,
+                0.02088140869140625,
+                0.020907007217407226,
+                0.021161983489990235,
+                0.02079641532897949,
+                0.02004377555847168,
+                0.02002739143371582,
+                0.019954687118530275,
+                0.019951616287231445,
+                0.019975168228149414,
+                0.019962879180908204,
+                0.019976192474365235,
+                0.019924991607666014,
+                0.019985408782958985,
+                0.019911680221557617,
+                0.019965951919555663,
+                0.019903488159179687,
+                0.019960832595825196,
+                0.019956735610961913,
+                0.019984384536743165,
+                0.019978239059448243,
+                0.019952640533447266,
+                0.019944448471069336,
+                0.019958784103393554,
+                0.019983360290527344,
+                0.020009983062744142,
+                0.02008678436279297,
+                0.02000486373901367,
+                0.020006912231445313,
+                0.02002022361755371,
+                0.019989503860473632,
+                0.01998847961425781,
+                0.020101119995117187,
+                0.019974143981933593,
+                0.019975168228149414
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 49.204569107772066
+        },
+        "energy": null,
+        "efficiency": null
+    }
+}

2024-06-20/commit=6d4306160ab22c54a677e07f88c7d8808b137d38/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/summary.json

@@ -0,0 +1,13 @@
+{
+    "model": "google/gemma-2b",
+    "commit": "6d4306160ab22c54a677e07f88c7d8808b137d38",
+    "config": "backend.cache_implementation=static,backend.torch_compile=False",
+    "metrics": {
+        "prefill.latency.mean": 0.021987984657287598,
+        "prefill.throughput.value": 318.355688759313,
+        "decode.latency.mean": 2.570370849609375,
+        "decode.throughput.value": 49.40921268979551,
+        "per_token.latency.mean": 0.0203233158654375,
+        "per_token.throughput.value": 49.204569107772066
+    }
+}

2024-06-20/commit=6d4306160ab22c54a677e07f88c7d8808b137d38/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/config.yaml

@@ -0,0 +1,91 @@
+name: pytorch_generate
+backend:
+  name: pytorch
+  version: 2.3.0+cu121
+  _target_: optimum_benchmark.backends.pytorch.backend.PyTorchBackend
+  task: null
+  library: null
+  model: google/gemma-2b
+  processor: null
+  device: cuda
+  device_ids: '0'
+  seed: 42
+  inter_op_num_threads: null
+  intra_op_num_threads: null
+  model_kwargs: {}
+  processor_kwargs: {}
+  hub_kwargs: {}
+  no_weights: true
+  device_map: null
+  torch_dtype: float16
+  eval_mode: true
+  to_bettertransformer: false
+  low_cpu_mem_usage: null
+  attn_implementation: null
+  cache_implementation: static
+  autocast_enabled: false
+  autocast_dtype: null
+  torch_compile: true
+  torch_compile_target: forward
+  torch_compile_config:
+    backend: inductor
+    mode: reduce-overhead
+    fullgraph: true
+  quantization_scheme: null
+  quantization_config: {}
+  deepspeed_inference: false
+  deepspeed_inference_config: {}
+  peft_type: null
+  peft_config: {}
+scenario:
+  name: inference
+  _target_: optimum_benchmark.scenarios.inference.scenario.InferenceScenario
+  iterations: 2
+  duration: 0
+  warmup_runs: 10
+  input_shapes:
+    batch_size: 1
+    sequence_length: 7
+  new_tokens: null
+  latency: true
+  memory: true
+  energy: false
+  forward_kwargs: {}
+  generate_kwargs:
+    max_new_tokens: 128
+    min_new_tokens: 128
+    do_sample: false
+  call_kwargs: {}
+launcher:
+  name: process
+  _target_: optimum_benchmark.launchers.process.launcher.ProcessLauncher
+  device_isolation: true
+  device_isolation_action: warn
+  start_method: spawn
+environment:
+  cpu: ' AMD EPYC 7R32'
+  cpu_count: 16
+  cpu_ram_mb: 66697.29792
+  system: Linux
+  machine: x86_64
+  platform: Linux-5.10.218-208.862.amzn2.x86_64-x86_64-with-glibc2.29
+  processor: x86_64
+  python_version: 3.8.10
+  gpu:
+  - NVIDIA A10G
+  gpu_count: 1
+  gpu_vram_mb: 24146608128
+  optimum_benchmark_version: 0.2.1
+  optimum_benchmark_commit: null
+  transformers_version: 4.42.0.dev0
+  transformers_commit: 6d4306160ab22c54a677e07f88c7d8808b137d38
+  accelerate_version: 0.32.0.dev0
+  accelerate_commit: null
+  diffusers_version: null
+  diffusers_commit: null
+  optimum_version: 1.21.0.dev0
+  optimum_commit: null
+  timm_version: 0.9.16
+  timm_commit: null
+  peft_version: 0.11.2.dev0
+  peft_commit: null

2024-06-20/commit=6d4306160ab22c54a677e07f88c7d8808b137d38/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmpmkh2zfwa/commit=6d4306160ab22c54a677e07f88c7d8808b137d38/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmpmkh2zfwa/commit=6d4306160ab22c54a677e07f88c7d8808b137d38
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmpmkh2zfwa/commit\=6d4306160ab22c54a677e07f88c7d8808b137d38
+    - hydra.run.dir=_benchmark/tmpmkh2zfwa/commit\=6d4306160ab22c54a677e07f88c7d8808b137d38/${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/tmpmkh2zfwa/commit=6d4306160ab22c54a677e07f88c7d8808b137d38/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True
+    choices:
+      backend: pytorch
+      launcher: process
+      scenario: inference
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: disabled
+      hydra/hydra_logging: disabled
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: basic
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false

2024-06-20/commit=6d4306160ab22c54a677e07f88c7d8808b137d38/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/overrides.yaml

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

2024-06-20/commit=6d4306160ab22c54a677e07f88c7d8808b137d38/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark.json

@@ -0,0 +1,443 @@
+{
+    "config": {
+        "name": "pytorch_generate",
+        "backend": {
+            "name": "pytorch",
+            "version": "2.3.0+cu121",
+            "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+            "task": "text-generation",
+            "library": "transformers",
+            "model": "google/gemma-2b",
+            "processor": "google/gemma-2b",
+            "device": "cuda",
+            "device_ids": "0",
+            "seed": 42,
+            "inter_op_num_threads": null,
+            "intra_op_num_threads": null,
+            "model_kwargs": {},
+            "processor_kwargs": {},
+            "hub_kwargs": {},
+            "no_weights": true,
+            "device_map": null,
+            "torch_dtype": "float16",
+            "eval_mode": true,
+            "to_bettertransformer": false,
+            "low_cpu_mem_usage": null,
+            "attn_implementation": null,
+            "cache_implementation": "static",
+            "autocast_enabled": false,
+            "autocast_dtype": null,
+            "torch_compile": true,
+            "torch_compile_target": "forward",
+            "torch_compile_config": {
+                "backend": "inductor",
+                "mode": "reduce-overhead",
+                "fullgraph": true
+            },
+            "quantization_scheme": null,
+            "quantization_config": {},
+            "deepspeed_inference": false,
+            "deepspeed_inference_config": {},
+            "peft_type": null,
+            "peft_config": {}
+        },
+        "scenario": {
+            "name": "inference",
+            "_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario",
+            "iterations": 2,
+            "duration": 0,
+            "warmup_runs": 10,
+            "input_shapes": {
+                "batch_size": 1,
+                "num_choices": 2,
+                "sequence_length": 7
+            },
+            "new_tokens": null,
+            "latency": true,
+            "memory": true,
+            "energy": false,
+            "forward_kwargs": {},
+            "generate_kwargs": {
+                "max_new_tokens": 128,
+                "min_new_tokens": 128,
+                "do_sample": false
+            },
+            "call_kwargs": {}
+        },
+        "launcher": {
+            "name": "process",
+            "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher",
+            "device_isolation": true,
+            "device_isolation_action": "warn",
+            "start_method": "spawn"
+        },
+        "environment": {
+            "cpu": " AMD EPYC 7R32",
+            "cpu_count": 16,
+            "cpu_ram_mb": 66697.29792,
+            "system": "Linux",
+            "machine": "x86_64",
+            "platform": "Linux-5.10.218-208.862.amzn2.x86_64-x86_64-with-glibc2.29",
+            "processor": "x86_64",
+            "python_version": "3.8.10",
+            "gpu": [
+                "NVIDIA A10G"
+            ],
+            "gpu_count": 1,
+            "gpu_vram_mb": 24146608128,
+            "optimum_benchmark_version": "0.2.1",
+            "optimum_benchmark_commit": null,
+            "transformers_version": "4.42.0.dev0",
+            "transformers_commit": "6d4306160ab22c54a677e07f88c7d8808b137d38",
+            "accelerate_version": "0.32.0.dev0",
+            "accelerate_commit": null,
+            "diffusers_version": null,
+            "diffusers_commit": null,
+            "optimum_version": "1.21.0.dev0",
+            "optimum_commit": null,
+            "timm_version": "0.9.16",
+            "timm_commit": null,
+            "peft_version": "0.11.2.dev0",
+            "peft_commit": null
+        }
+    },
+    "report": {
+        "prefill": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1915.850752,
+                "max_global_vram": 6094.848,
+                "max_process_vram": 0.0,
+                "max_reserved": 5379.19488,
+                "max_allocated": 5021.251584
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 0.02810633659362793,
+                "mean": 0.014053168296813965,
+                "stdev": 0.00012423992156982387,
+                "p50": 0.014053168296813965,
+                "p90": 0.014152560234069824,
+                "p95": 0.014164984226226807,
+                "p99": 0.014174923419952393,
+                "values": [
+                    0.01417740821838379,
+                    0.013928928375244141
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 498.10831637069276
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "decode": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 2259.566592,
+                "max_global_vram": 8907.128832,
+                "max_process_vram": 0.0,
+                "max_reserved": 5379.19488,
+                "max_allocated": 5027.089408
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 3.1515693359375,
+                "mean": 1.57578466796875,
+                "stdev": 0.017914672851562452,
+                "p50": 1.57578466796875,
+                "p90": 1.59011640625,
+                "p95": 1.5919078735351562,
+                "p99": 1.5933410473632812,
+                "values": [
+                    1.5936993408203124,
+                    1.5578699951171875
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 80.59476816950385
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "per_token": {
+            "memory": null,
+            "latency": {
+                "unit": "s",
+                "count": 253,
+                "total": 3.1525181398391715,
+                "mean": 0.012460546007269455,
+                "stdev": 0.0009042480800416135,
+                "p50": 0.012280832290649414,
+                "p90": 0.012758015632629394,
+                "p95": 0.012791603279113769,
+                "p99": 0.01282674690246582,
+                "values": [
+                    0.012700672149658204,
+                    0.012749823570251465,
+                    0.01274675178527832,
+                    0.012836864471435547,
+                    0.012797951698303223,
+                    0.012777471542358398,
+                    0.012742655754089355,
+                    0.012784640312194824,
+                    0.012776448249816894,
+                    0.012772352218627929,
+                    0.012716032028198243,
+                    0.012806143760681152,
+                    0.012690431594848632,
+                    0.012775424003601075,
+                    0.012685312271118163,
+                    0.012792832374572754,
+                    0.012739583969116211,
+                    0.012758015632629394,
+                    0.012709888458251953,
+                    0.012857343673706055,
+                    0.012722175598144531,
+                    0.012785663604736328,
+                    0.012741632461547851,
+                    0.012816384315490722,
+                    0.012801024436950683,
+                    0.012790783882141114,
+                    0.01274675178527832,
+                    0.012796928405761718,
+                    0.012723199844360352,
+                    0.012782591819763184,
+                    0.01274880027770996,
+                    0.012801024436950683,
+                    0.012702719688415527,
+                    0.012721152305603027,
+                    0.01274880027770996,
+                    0.012628992080688477,
+                    0.012701696395874023,
+                    0.0127457275390625,
+                    0.01268019199371338,
+                    0.0127457275390625,
+                    0.01268943977355957,
+                    0.012756959915161133,
+                    0.012737536430358886,
+                    0.01277132797241211,
+                    0.012718079566955566,
+                    0.012801024436950683,
+                    0.01274675178527832,
+                    0.012794879913330079,
+                    0.012722175598144531,
+                    0.012749823570251465,
+                    0.012701696395874023,
+                    0.01277132797241211,
+                    0.012724224090576173,
+                    0.012758015632629394,
+                    0.012716032028198243,
+                    0.012768256187438964,
+                    0.012708864212036132,
+                    0.012750847816467285,
+                    0.012699647903442383,
+                    0.012747776031494141,
+                    0.012691455841064453,
+                    0.01277337646484375,
+                    0.012741632461547851,
+                    0.01275494384765625,
+                    0.012600319862365723,
+                    0.012684288024902344,
+                    0.012661760330200195,
+                    0.01266585636138916,
+                    0.012328960418701173,
+                    0.012496895790100097,
+                    0.01255731201171875,
+                    0.012643327713012695,
+                    0.012744704246520995,
+                    0.012817407608032226,
+                    0.01255628776550293,
+                    0.01244979190826416,
+                    0.012329983711242675,
+                    0.012309503555297852,
+                    0.012288000106811523,
+                    0.012305407524108887,
+                    0.012267519950866699,
+                    0.012283904075622559,
+                    0.012248064041137695,
+                    0.012283904075622559,
+                    0.012249088287353516,
+                    0.012290047645568849,
+                    0.012288000106811523,
+                    0.012305407524108887,
+                    0.012257280349731446,
+                    0.012274687767028808,
+                    0.012239871978759765,
+                    0.012277759552001954,
+                    0.01224294376373291,
+                    0.012277759552001954,
+                    0.012224512100219726,
+                    0.012280832290649414,
+                    0.012241920471191407,
+                    0.012277759552001954,
+                    0.01224294376373291,
+                    0.012266495704650878,
+                    0.012232704162597656,
+                    0.012266495704650878,
+                    0.012254207611083985,
+                    0.01235968017578125,
+                    0.012231679916381836,
+                    0.012337151527404786,
+                    0.012241920471191407,
+                    0.012283904075622559,
+                    0.01226854419708252,
+                    0.012288000106811523,
+                    0.012247039794921874,
+                    0.012272640228271485,
+                    0.012253184318542481,
+                    0.012277759552001954,
+                    0.012241920471191407,
+                    0.012275712013244629,
+                    0.0122357759475708,
+                    0.012300288200378418,
+                    0.012259327888488769,
+                    0.012282879829406738,
+                    0.012256256103515625,
+                    0.012291071891784668,
+                    0.012238847732543945,
+                    0.012277759552001954,
+                    0.012230655670166016,
+                    0.012273664474487305,
+                    0.026397695541381837,
+                    0.01226038360595703,
+                    0.012276703834533692,
+                    0.01225011157989502,
+                    0.012289024353027344,
+                    0.012236800193786621,
+                    0.012304384231567383,
+                    0.01224396800994873,
+                    0.012285951614379884,
+                    0.012432383537292481,
+                    0.012301312446594239,
+                    0.012241920471191407,
+                    0.012292096138000488,
+                    0.01225113582611084,
+                    0.012274687767028808,
+                    0.01224294376373291,
+                    0.012290047645568849,
+                    0.012266528129577637,
+                    0.012291040420532227,
+                    0.012230655670166016,
+                    0.012278783798217773,
+                    0.012232704162597656,
+                    0.012281855583190919,
+                    0.01226035213470459,
+                    0.012279808044433594,
+                    0.01224396800994873,
+                    0.012273664474487305,
+                    0.012237824440002442,
+                    0.012290047645568849,
+                    0.0122357759475708,
+                    0.01229312038421631,
+                    0.01224396800994873,
+                    0.01234329605102539,
+                    0.012246015548706055,
+                    0.012286975860595703,
+                    0.01228492832183838,
+                    0.012285951614379884,
+                    0.01225216007232666,
+                    0.012301312446594239,
+                    0.012264448165893555,
+                    0.012280832290649414,
+                    0.012262399673461915,
+                    0.012307456016540527,
+                    0.012262399673461915,
+                    0.012290047645568849,
+                    0.012232704162597656,
+                    0.012273664474487305,
+                    0.012240896224975586,
+                    0.012282879829406738,
+                    0.012230655670166016,
+                    0.01226035213470459,
+                    0.012226559638977052,
+                    0.012274687767028808,
+                    0.01222758388519287,
+                    0.012274687767028808,
+                    0.012244992256164551,
+                    0.012274687767028808,
+                    0.01225830364227295,
+                    0.012285951614379884,
+                    0.012237824440002442,
+                    0.012274687767028808,
+                    0.012232704162597656,
+                    0.012280832290649414,
+                    0.012247039794921874,
+                    0.012263423919677734,
+                    0.012236800193786621,
+                    0.012282879829406738,
+                    0.012222463607788087,
+                    0.012282879829406738,
+                    0.01224294376373291,
+                    0.012267519950866699,
+                    0.012256256103515625,
+                    0.012270591735839843,
+                    0.012239871978759765,
+                    0.012328960418701173,
+                    0.012326911926269531,
+                    0.012273664474487305,
+                    0.012223487854003906,
+                    0.012277759552001954,
+                    0.012226559638977052,
+                    0.01227673625946045,
+                    0.012231679916381836,
+                    0.012274687767028808,
+                    0.012249088287353516,
+                    0.012283904075622559,
+                    0.01224396800994873,
+                    0.012275712013244629,
+                    0.012231679916381836,
+                    0.012278783798217773,
+                    0.01225011157989502,
+                    0.01227683162689209,
+                    0.012246944427490235,
+                    0.012277759552001954,
+                    0.012237824440002442,
+                    0.012292096138000488,
+                    0.012223487854003906,
+                    0.012265472412109376,
+                    0.012232704162597656,
+                    0.01226956844329834,
+                    0.012223487854003906,
+                    0.012266495704650878,
+                    0.012239871978759765,
+                    0.012275712013244629,
+                    0.012233728408813477,
+                    0.012339200019836426,
+                    0.012249088287353516,
+                    0.012266495704650878,
+                    0.012224512100219726,
+                    0.01227673625946045,
+                    0.01223475170135498,
+                    0.012279808044433594,
+                    0.01226137638092041,
+                    0.012290047645568849,
+                    0.012233728408813477,
+                    0.012264448165893555,
+                    0.012224512100219726,
+                    0.012282879829406738,
+                    0.01226035213470459,
+                    0.012281855583190919,
+                    0.012257280349731446,
+                    0.012280832290649414,
+                    0.012244992256164551,
+                    0.012299263954162597,
+                    0.012255231857299804,
+                    0.012306431770324706,
+                    0.012229632377624512,
+                    0.012267519950866699
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 80.25330506517147
+            },
+            "energy": null,
+            "efficiency": null
+        }
+    }
+}

2024-06-20/commit=6d4306160ab22c54a677e07f88c7d8808b137d38/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark_config.json

@@ -0,0 +1,102 @@
+{
+    "name": "pytorch_generate",
+    "backend": {
+        "name": "pytorch",
+        "version": "2.3.0+cu121",
+        "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+        "task": "text-generation",
+        "library": "transformers",
+        "model": "google/gemma-2b",
+        "processor": "google/gemma-2b",
+        "device": "cuda",
+        "device_ids": "0",
+        "seed": 42,
+        "inter_op_num_threads": null,
+        "intra_op_num_threads": null,
+        "model_kwargs": {},
+        "processor_kwargs": {},
+        "hub_kwargs": {},
+        "no_weights": true,
+        "device_map": null,
+        "torch_dtype": "float16",
+        "eval_mode": true,
+        "to_bettertransformer": false,
+        "low_cpu_mem_usage": null,
+        "attn_implementation": null,
+        "cache_implementation": "static",
+        "autocast_enabled": false,
+        "autocast_dtype": null,
+        "torch_compile": true,
+        "torch_compile_target": "forward",
+        "torch_compile_config": {
+            "backend": "inductor",
+            "mode": "reduce-overhead",
+            "fullgraph": true
+        },
+        "quantization_scheme": null,
+        "quantization_config": {},
+        "deepspeed_inference": false,
+        "deepspeed_inference_config": {},
+        "peft_type": null,
+        "peft_config": {}
+    },
+    "scenario": {
+        "name": "inference",
+        "_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario",
+        "iterations": 2,
+        "duration": 0,
+        "warmup_runs": 10,
+        "input_shapes": {
+            "batch_size": 1,
+            "num_choices": 2,
+            "sequence_length": 7
+        },
+        "new_tokens": null,
+        "latency": true,
+        "memory": true,
+        "energy": false,
+        "forward_kwargs": {},
+        "generate_kwargs": {
+            "max_new_tokens": 128,
+            "min_new_tokens": 128,
+            "do_sample": false
+        },
+        "call_kwargs": {}
+    },
+    "launcher": {
+        "name": "process",
+        "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher",
+        "device_isolation": true,
+        "device_isolation_action": "warn",
+        "start_method": "spawn"
+    },
+    "environment": {
+        "cpu": " AMD EPYC 7R32",
+        "cpu_count": 16,
+        "cpu_ram_mb": 66697.29792,
+        "system": "Linux",
+        "machine": "x86_64",
+        "platform": "Linux-5.10.218-208.862.amzn2.x86_64-x86_64-with-glibc2.29",
+        "processor": "x86_64",
+        "python_version": "3.8.10",
+        "gpu": [
+            "NVIDIA A10G"
+        ],
+        "gpu_count": 1,
+        "gpu_vram_mb": 24146608128,
+        "optimum_benchmark_version": "0.2.1",
+        "optimum_benchmark_commit": null,
+        "transformers_version": "4.42.0.dev0",
+        "transformers_commit": "6d4306160ab22c54a677e07f88c7d8808b137d38",
+        "accelerate_version": "0.32.0.dev0",
+        "accelerate_commit": null,
+        "diffusers_version": null,
+        "diffusers_commit": null,
+        "optimum_version": "1.21.0.dev0",
+        "optimum_commit": null,
+        "timm_version": "0.9.16",
+        "timm_commit": null,
+        "peft_version": "0.11.2.dev0",
+        "peft_commit": null
+    }
+}

2024-06-20/commit=6d4306160ab22c54a677e07f88c7d8808b137d38/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark_report.json

@@ -0,0 +1,339 @@
+{
+    "prefill": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1915.850752,
+            "max_global_vram": 6094.848,
+            "max_process_vram": 0.0,
+            "max_reserved": 5379.19488,
+            "max_allocated": 5021.251584
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 0.02810633659362793,
+            "mean": 0.014053168296813965,
+            "stdev": 0.00012423992156982387,
+            "p50": 0.014053168296813965,
+            "p90": 0.014152560234069824,
+            "p95": 0.014164984226226807,
+            "p99": 0.014174923419952393,
+            "values": [
+                0.01417740821838379,
+                0.013928928375244141
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 498.10831637069276
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "decode": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 2259.566592,
+            "max_global_vram": 8907.128832,
+            "max_process_vram": 0.0,
+            "max_reserved": 5379.19488,
+            "max_allocated": 5027.089408
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 3.1515693359375,
+            "mean": 1.57578466796875,
+            "stdev": 0.017914672851562452,
+            "p50": 1.57578466796875,
+            "p90": 1.59011640625,
+            "p95": 1.5919078735351562,
+            "p99": 1.5933410473632812,
+            "values": [
+                1.5936993408203124,
+                1.5578699951171875
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 80.59476816950385
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "per_token": {
+        "memory": null,
+        "latency": {
+            "unit": "s",
+            "count": 253,
+            "total": 3.1525181398391715,
+            "mean": 0.012460546007269455,
+            "stdev": 0.0009042480800416135,
+            "p50": 0.012280832290649414,
+            "p90": 0.012758015632629394,
+            "p95": 0.012791603279113769,
+            "p99": 0.01282674690246582,
+            "values": [
+                0.012700672149658204,
+                0.012749823570251465,
+                0.01274675178527832,
+                0.012836864471435547,
+                0.012797951698303223,
+                0.012777471542358398,
+                0.012742655754089355,
+                0.012784640312194824,
+                0.012776448249816894,
+                0.012772352218627929,
+                0.012716032028198243,
+                0.012806143760681152,
+                0.012690431594848632,
+                0.012775424003601075,
+                0.012685312271118163,
+                0.012792832374572754,
+                0.012739583969116211,
+                0.012758015632629394,
+                0.012709888458251953,
+                0.012857343673706055,
+                0.012722175598144531,
+                0.012785663604736328,
+                0.012741632461547851,
+                0.012816384315490722,
+                0.012801024436950683,
+                0.012790783882141114,
+                0.01274675178527832,
+                0.012796928405761718,
+                0.012723199844360352,
+                0.012782591819763184,
+                0.01274880027770996,
+                0.012801024436950683,
+                0.012702719688415527,
+                0.012721152305603027,
+                0.01274880027770996,
+                0.012628992080688477,
+                0.012701696395874023,
+                0.0127457275390625,
+                0.01268019199371338,
+                0.0127457275390625,
+                0.01268943977355957,
+                0.012756959915161133,
+                0.012737536430358886,
+                0.01277132797241211,
+                0.012718079566955566,
+                0.012801024436950683,
+                0.01274675178527832,
+                0.012794879913330079,
+                0.012722175598144531,
+                0.012749823570251465,
+                0.012701696395874023,
+                0.01277132797241211,
+                0.012724224090576173,
+                0.012758015632629394,
+                0.012716032028198243,
+                0.012768256187438964,
+                0.012708864212036132,
+                0.012750847816467285,
+                0.012699647903442383,
+                0.012747776031494141,
+                0.012691455841064453,
+                0.01277337646484375,
+                0.012741632461547851,
+                0.01275494384765625,
+                0.012600319862365723,
+                0.012684288024902344,
+                0.012661760330200195,
+                0.01266585636138916,
+                0.012328960418701173,
+                0.012496895790100097,
+                0.01255731201171875,
+                0.012643327713012695,
+                0.012744704246520995,
+                0.012817407608032226,
+                0.01255628776550293,
+                0.01244979190826416,
+                0.012329983711242675,
+                0.012309503555297852,
+                0.012288000106811523,
+                0.012305407524108887,
+                0.012267519950866699,
+                0.012283904075622559,
+                0.012248064041137695,
+                0.012283904075622559,
+                0.012249088287353516,
+                0.012290047645568849,
+                0.012288000106811523,
+                0.012305407524108887,
+                0.012257280349731446,
+                0.012274687767028808,
+                0.012239871978759765,
+                0.012277759552001954,
+                0.01224294376373291,
+                0.012277759552001954,
+                0.012224512100219726,
+                0.012280832290649414,
+                0.012241920471191407,
+                0.012277759552001954,
+                0.01224294376373291,
+                0.012266495704650878,
+                0.012232704162597656,
+                0.012266495704650878,
+                0.012254207611083985,
+                0.01235968017578125,
+                0.012231679916381836,
+                0.012337151527404786,
+                0.012241920471191407,
+                0.012283904075622559,
+                0.01226854419708252,
+                0.012288000106811523,
+                0.012247039794921874,
+                0.012272640228271485,
+                0.012253184318542481,
+                0.012277759552001954,
+                0.012241920471191407,
+                0.012275712013244629,
+                0.0122357759475708,
+                0.012300288200378418,
+                0.012259327888488769,
+                0.012282879829406738,
+                0.012256256103515625,
+                0.012291071891784668,
+                0.012238847732543945,
+                0.012277759552001954,
+                0.012230655670166016,
+                0.012273664474487305,
+                0.026397695541381837,
+                0.01226038360595703,
+                0.012276703834533692,
+                0.01225011157989502,
+                0.012289024353027344,
+                0.012236800193786621,
+                0.012304384231567383,
+                0.01224396800994873,
+                0.012285951614379884,
+                0.012432383537292481,
+                0.012301312446594239,
+                0.012241920471191407,
+                0.012292096138000488,
+                0.01225113582611084,
+                0.012274687767028808,
+                0.01224294376373291,
+                0.012290047645568849,
+                0.012266528129577637,
+                0.012291040420532227,
+                0.012230655670166016,
+                0.012278783798217773,
+                0.012232704162597656,
+                0.012281855583190919,
+                0.01226035213470459,
+                0.012279808044433594,
+                0.01224396800994873,
+                0.012273664474487305,
+                0.012237824440002442,
+                0.012290047645568849,
+                0.0122357759475708,
+                0.01229312038421631,
+                0.01224396800994873,
+                0.01234329605102539,
+                0.012246015548706055,
+                0.012286975860595703,
+                0.01228492832183838,
+                0.012285951614379884,
+                0.01225216007232666,
+                0.012301312446594239,
+                0.012264448165893555,
+                0.012280832290649414,
+                0.012262399673461915,
+                0.012307456016540527,
+                0.012262399673461915,
+                0.012290047645568849,
+                0.012232704162597656,
+                0.012273664474487305,
+                0.012240896224975586,
+                0.012282879829406738,
+                0.012230655670166016,
+                0.01226035213470459,
+                0.012226559638977052,
+                0.012274687767028808,
+                0.01222758388519287,
+                0.012274687767028808,
+                0.012244992256164551,
+                0.012274687767028808,
+                0.01225830364227295,
+                0.012285951614379884,
+                0.012237824440002442,
+                0.012274687767028808,
+                0.012232704162597656,
+                0.012280832290649414,
+                0.012247039794921874,
+                0.012263423919677734,
+                0.012236800193786621,
+                0.012282879829406738,
+                0.012222463607788087,
+                0.012282879829406738,
+                0.01224294376373291,
+                0.012267519950866699,
+                0.012256256103515625,
+                0.012270591735839843,
+                0.012239871978759765,
+                0.012328960418701173,
+                0.012326911926269531,
+                0.012273664474487305,
+                0.012223487854003906,
+                0.012277759552001954,
+                0.012226559638977052,
+                0.01227673625946045,
+                0.012231679916381836,
+                0.012274687767028808,
+                0.012249088287353516,
+                0.012283904075622559,
+                0.01224396800994873,
+                0.012275712013244629,
+                0.012231679916381836,
+                0.012278783798217773,
+                0.01225011157989502,
+                0.01227683162689209,
+                0.012246944427490235,
+                0.012277759552001954,
+                0.012237824440002442,
+                0.012292096138000488,
+                0.012223487854003906,
+                0.012265472412109376,
+                0.012232704162597656,
+                0.01226956844329834,
+                0.012223487854003906,
+                0.012266495704650878,
+                0.012239871978759765,
+                0.012275712013244629,
+                0.012233728408813477,
+                0.012339200019836426,
+                0.012249088287353516,
+                0.012266495704650878,
+                0.012224512100219726,
+                0.01227673625946045,
+                0.01223475170135498,
+                0.012279808044433594,
+                0.01226137638092041,
+                0.012290047645568849,
+                0.012233728408813477,
+                0.012264448165893555,
+                0.012224512100219726,
+                0.012282879829406738,
+                0.01226035213470459,
+                0.012281855583190919,
+                0.012257280349731446,
+                0.012280832290649414,
+                0.012244992256164551,
+                0.012299263954162597,
+                0.012255231857299804,
+                0.012306431770324706,
+                0.012229632377624512,
+                0.012267519950866699
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 80.25330506517147
+        },
+        "energy": null,
+        "efficiency": null
+    }
+}

2024-06-20/commit=6d4306160ab22c54a677e07f88c7d8808b137d38/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/summary.json

@@ -0,0 +1,13 @@
+{
+    "model": "google/gemma-2b",
+    "commit": "6d4306160ab22c54a677e07f88c7d8808b137d38",
+    "config": "backend.cache_implementation=static,backend.torch_compile=True",
+    "metrics": {
+        "prefill.latency.mean": 0.014053168296813965,
+        "prefill.throughput.value": 498.10831637069276,
+        "decode.latency.mean": 1.57578466796875,
+        "decode.throughput.value": 80.59476816950385,
+        "per_token.latency.mean": 0.012460546007269455,
+        "per_token.throughput.value": 80.25330506517147
+    }
+}

2024-06-20/commit=6d4306160ab22c54a677e07f88c7d8808b137d38/multirun.yaml

@@ -0,0 +1,232 @@
+hydra:
+  run:
+    dir: _benchmark/tmpmkh2zfwa/commit=6d4306160ab22c54a677e07f88c7d8808b137d38/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmpmkh2zfwa/commit=6d4306160ab22c54a677e07f88c7d8808b137d38
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmpmkh2zfwa/commit\=6d4306160ab22c54a677e07f88c7d8808b137d38
+    - hydra.run.dir=_benchmark/tmpmkh2zfwa/commit\=6d4306160ab22c54a677e07f88c7d8808b137d38/${hydra.job.override_dirname}
+    - hydra.mode=MULTIRUN
+    task:
+    - backend.model=google/gemma-2b
+    - backend.cache_implementation=null,static
+    - backend.torch_compile=false,true
+  job:
+    name: cli
+    chdir: true
+    override_dirname: backend.cache_implementation=null,static,backend.model=google/gemma-2b,backend.torch_compile=false,true
+    id: ???
+    num: ???
+    config_name: generation
+    env_set:
+      OVERRIDE_BENCHMARKS: '1'
+      LOG_LEVEL: WARN
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /transformers
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: optimum_benchmark
+      schema: pkg
+      provider: main
+    - path: /transformers/benchmark/config
+      schema: file
+      provider: command-line
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: ???
+    choices:
+      backend: pytorch
+      launcher: process
+      scenario: inference
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: disabled
+      hydra/hydra_logging: disabled
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: basic
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
+name: pytorch_generate
+backend:
+  name: pytorch
+  version: 2.3.0+cu121
+  _target_: optimum_benchmark.backends.pytorch.backend.PyTorchBackend
+  task: null
+  library: null
+  model: google/gemma-2b
+  processor: null
+  device: cuda
+  device_ids: '0'
+  seed: 42
+  inter_op_num_threads: null
+  intra_op_num_threads: null
+  model_kwargs: {}
+  processor_kwargs: {}
+  hub_kwargs: {}
+  no_weights: true
+  device_map: null
+  torch_dtype: float16
+  eval_mode: true
+  to_bettertransformer: false
+  low_cpu_mem_usage: null
+  attn_implementation: null
+  cache_implementation: static
+  autocast_enabled: false
+  autocast_dtype: null
+  torch_compile: true
+  torch_compile_target: forward
+  torch_compile_config:
+    backend: inductor
+    mode: reduce-overhead
+    fullgraph: true
+  quantization_scheme: null
+  quantization_config: {}
+  deepspeed_inference: false
+  deepspeed_inference_config: {}
+  peft_type: null
+  peft_config: {}
+scenario:
+  name: inference
+  _target_: optimum_benchmark.scenarios.inference.scenario.InferenceScenario
+  iterations: 2
+  duration: 0
+  warmup_runs: 10
+  input_shapes:
+    batch_size: 1
+    sequence_length: 7
+  new_tokens: null
+  latency: true
+  memory: true
+  energy: false
+  forward_kwargs: {}
+  generate_kwargs:
+    max_new_tokens: 128
+    min_new_tokens: 128
+    do_sample: false
+  call_kwargs: {}
+launcher:
+  name: process
+  _target_: optimum_benchmark.launchers.process.launcher.ProcessLauncher
+  device_isolation: true
+  device_isolation_action: warn
+  start_method: spawn
+environment:
+  cpu: ' AMD EPYC 7R32'
+  cpu_count: 16
+  cpu_ram_mb: 66697.29792
+  system: Linux
+  machine: x86_64
+  platform: Linux-5.10.218-208.862.amzn2.x86_64-x86_64-with-glibc2.29
+  processor: x86_64
+  python_version: 3.8.10
+  gpu:
+  - NVIDIA A10G
+  gpu_count: 1
+  gpu_vram_mb: 24146608128
+  optimum_benchmark_version: 0.2.1
+  optimum_benchmark_commit: null
+  transformers_version: 4.42.0.dev0
+  transformers_commit: 6d4306160ab22c54a677e07f88c7d8808b137d38
+  accelerate_version: 0.32.0.dev0
+  accelerate_commit: null
+  diffusers_version: null
+  diffusers_commit: null
+  optimum_version: 1.21.0.dev0
+  optimum_commit: null
+  timm_version: 0.9.16
+  timm_commit: null
+  peft_version: 0.11.2.dev0
+  peft_commit: null

2024-06-20/summaries.json

@@ -0,0 +1,41 @@
+[
+    {
+        "model": "google/gemma-2b",
+        "commit": "6d4306160ab22c54a677e07f88c7d8808b137d38",
+        "config": "backend.cache_implementation=null,backend.torch_compile=False",
+        "metrics": {
+            "prefill.latency.mean": 0.02324110412597656,
+            "prefill.throughput.value": 301.19050979923566,
+            "decode.latency.mean": 2.4412653808593747,
+            "decode.throughput.value": 52.022201681037004,
+            "per_token.latency.mean": 0.01930069599227001,
+            "per_token.throughput.value": 51.811603084184284
+        }
+    },
+    {
+        "model": "google/gemma-2b",
+        "commit": "6d4306160ab22c54a677e07f88c7d8808b137d38",
+        "config": "backend.cache_implementation=static,backend.torch_compile=False",
+        "metrics": {
+            "prefill.latency.mean": 0.021987984657287598,
+            "prefill.throughput.value": 318.355688759313,
+            "decode.latency.mean": 2.570370849609375,
+            "decode.throughput.value": 49.40921268979551,
+            "per_token.latency.mean": 0.0203233158654375,
+            "per_token.throughput.value": 49.204569107772066
+        }
+    },
+    {
+        "model": "google/gemma-2b",
+        "commit": "6d4306160ab22c54a677e07f88c7d8808b137d38",
+        "config": "backend.cache_implementation=static,backend.torch_compile=True",
+        "metrics": {
+            "prefill.latency.mean": 0.014053168296813965,
+            "prefill.throughput.value": 498.10831637069276,
+            "decode.latency.mean": 1.57578466796875,
+            "decode.throughput.value": 80.59476816950385,
+            "per_token.latency.mean": 0.012460546007269455,
+            "per_token.throughput.value": 80.25330506517147
+        }
+    }
+]

2024-06-20/summary.json

@@ -0,0 +1,40 @@
+{
+    "google/gemma-2b": {
+        "backend.cache_implementation=null,backend.torch_compile=False": {
+            "6d4306160ab22c54a677e07f88c7d8808b137d38": {
+                "metrics": {
+                    "prefill.latency.mean": 0.02324110412597656,
+                    "prefill.throughput.value": 301.19050979923566,
+                    "decode.latency.mean": 2.4412653808593747,
+                    "decode.throughput.value": 52.022201681037004,
+                    "per_token.latency.mean": 0.01930069599227001,
+                    "per_token.throughput.value": 51.811603084184284
+                }
+            }
+        },
+        "backend.cache_implementation=static,backend.torch_compile=False": {
+            "6d4306160ab22c54a677e07f88c7d8808b137d38": {
+                "metrics": {
+                    "prefill.latency.mean": 0.021987984657287598,
+                    "prefill.throughput.value": 318.355688759313,
+                    "decode.latency.mean": 2.570370849609375,
+                    "decode.throughput.value": 49.40921268979551,
+                    "per_token.latency.mean": 0.0203233158654375,
+                    "per_token.throughput.value": 49.204569107772066
+                }
+            }
+        },
+        "backend.cache_implementation=static,backend.torch_compile=True": {
+            "6d4306160ab22c54a677e07f88c7d8808b137d38": {
+                "metrics": {
+                    "prefill.latency.mean": 0.014053168296813965,
+                    "prefill.throughput.value": 498.10831637069276,
+                    "decode.latency.mean": 1.57578466796875,
+                    "decode.throughput.value": 80.59476816950385,
+                    "per_token.latency.mean": 0.012460546007269455,
+                    "per_token.throughput.value": 80.25330506517147
+                }
+            }
+        }
+    }
+}