Upload folder using huggingface_hub

2024-06-13/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/config.yaml

@@ -0,0 +1,91 @@
+name: pytorch_generate
+backend:
+  name: pytorch
+  version: 2.3.0+cu121
+  _target_: optimum_benchmark.backends.pytorch.backend.PyTorchBackend
+  task: null
+  library: null
+  model: google/gemma-2b
+  processor: null
+  device: cuda
+  device_ids: '0'
+  seed: 42
+  inter_op_num_threads: null
+  intra_op_num_threads: null
+  model_kwargs: {}
+  processor_kwargs: {}
+  hub_kwargs: {}
+  no_weights: true
+  device_map: null
+  torch_dtype: float16
+  eval_mode: true
+  to_bettertransformer: false
+  low_cpu_mem_usage: null
+  attn_implementation: null
+  cache_implementation: null
+  autocast_enabled: false
+  autocast_dtype: null
+  torch_compile: false
+  torch_compile_target: forward
+  torch_compile_config:
+    backend: inductor
+    mode: reduce-overhead
+    fullgraph: true
+  quantization_scheme: null
+  quantization_config: {}
+  deepspeed_inference: false
+  deepspeed_inference_config: {}
+  peft_type: null
+  peft_config: {}
+scenario:
+  name: inference
+  _target_: optimum_benchmark.scenarios.inference.scenario.InferenceScenario
+  iterations: 2
+  duration: 0
+  warmup_runs: 10
+  input_shapes:
+    batch_size: 1
+    sequence_length: 7
+  new_tokens: null
+  latency: true
+  memory: true
+  energy: false
+  forward_kwargs: {}
+  generate_kwargs:
+    max_new_tokens: 128
+    min_new_tokens: 128
+    do_sample: false
+  call_kwargs: {}
+launcher:
+  name: process
+  _target_: optimum_benchmark.launchers.process.launcher.ProcessLauncher
+  device_isolation: true
+  device_isolation_action: warn
+  start_method: spawn
+environment:
+  cpu: ' AMD EPYC 7R32'
+  cpu_count: 16
+  cpu_ram_mb: 66697.29792
+  system: Linux
+  machine: x86_64
+  platform: Linux-5.10.217-205.860.amzn2.x86_64-x86_64-with-glibc2.29
+  processor: x86_64
+  python_version: 3.8.10
+  gpu:
+  - NVIDIA A10G
+  gpu_count: 1
+  gpu_vram_mb: 24146608128
+  optimum_benchmark_version: 0.2.1
+  optimum_benchmark_commit: null
+  transformers_version: 4.42.0.dev0
+  transformers_commit: 348e2294ac1a3cc744a93f04ab1f886439ee90d3
+  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

2024-06-13/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmp2pjxzacf/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmp2pjxzacf/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmp2pjxzacf/commit\=348e2294ac1a3cc744a93f04ab1f886439ee90d3
+    - hydra.run.dir=_benchmark/tmp2pjxzacf/commit\=348e2294ac1a3cc744a93f04ab1f886439ee90d3/${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/tmp2pjxzacf/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3/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

2024-06-13/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3/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

2024-06-13/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark.json

@@ -0,0 +1,443 @@
+{
+    "config": {
+        "name": "pytorch_generate",
+        "backend": {
+            "name": "pytorch",
+            "version": "2.3.0+cu121",
+            "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+            "task": "text-generation",
+            "library": "transformers",
+            "model": "google/gemma-2b",
+            "processor": "google/gemma-2b",
+            "device": "cuda",
+            "device_ids": "0",
+            "seed": 42,
+            "inter_op_num_threads": null,
+            "intra_op_num_threads": null,
+            "model_kwargs": {},
+            "processor_kwargs": {},
+            "hub_kwargs": {},
+            "no_weights": true,
+            "device_map": null,
+            "torch_dtype": "float16",
+            "eval_mode": true,
+            "to_bettertransformer": false,
+            "low_cpu_mem_usage": null,
+            "attn_implementation": null,
+            "cache_implementation": null,
+            "autocast_enabled": false,
+            "autocast_dtype": null,
+            "torch_compile": false,
+            "torch_compile_target": "forward",
+            "torch_compile_config": {
+                "backend": "inductor",
+                "mode": "reduce-overhead",
+                "fullgraph": true
+            },
+            "quantization_scheme": null,
+            "quantization_config": {},
+            "deepspeed_inference": false,
+            "deepspeed_inference_config": {},
+            "peft_type": null,
+            "peft_config": {}
+        },
+        "scenario": {
+            "name": "inference",
+            "_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario",
+            "iterations": 2,
+            "duration": 0,
+            "warmup_runs": 10,
+            "input_shapes": {
+                "batch_size": 1,
+                "num_choices": 2,
+                "sequence_length": 7
+            },
+            "new_tokens": null,
+            "latency": true,
+            "memory": true,
+            "energy": false,
+            "forward_kwargs": {},
+            "generate_kwargs": {
+                "max_new_tokens": 128,
+                "min_new_tokens": 128,
+                "do_sample": false
+            },
+            "call_kwargs": {}
+        },
+        "launcher": {
+            "name": "process",
+            "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher",
+            "device_isolation": true,
+            "device_isolation_action": "warn",
+            "start_method": "spawn"
+        },
+        "environment": {
+            "cpu": " AMD EPYC 7R32",
+            "cpu_count": 16,
+            "cpu_ram_mb": 66697.29792,
+            "system": "Linux",
+            "machine": "x86_64",
+            "platform": "Linux-5.10.217-205.860.amzn2.x86_64-x86_64-with-glibc2.29",
+            "processor": "x86_64",
+            "python_version": "3.8.10",
+            "gpu": [
+                "NVIDIA A10G"
+            ],
+            "gpu_count": 1,
+            "gpu_vram_mb": 24146608128,
+            "optimum_benchmark_version": "0.2.1",
+            "optimum_benchmark_commit": null,
+            "transformers_version": "4.42.0.dev0",
+            "transformers_commit": "348e2294ac1a3cc744a93f04ab1f886439ee90d3",
+            "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": 1705.24672,
+                "max_global_vram": 6793.199616,
+                "max_process_vram": 0.0,
+                "max_reserved": 6146.752512,
+                "max_allocated": 5034.576896
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 0.04079094314575195,
+                "mean": 0.020395471572875974,
+                "stdev": 0.0005370082855224601,
+                "p50": 0.020395471572875974,
+                "p90": 0.020825078201293944,
+                "p95": 0.02087877902984619,
+                "p99": 0.02092173969268799,
+                "values": [
+                    0.020932479858398436,
+                    0.019858463287353516
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 343.213442012752
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "decode": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1705.271296,
+                "max_global_vram": 6795.296768,
+                "max_process_vram": 0.0,
+                "max_reserved": 6148.849664,
+                "max_allocated": 5034.577408
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 4.853116943359375,
+                "mean": 2.4265584716796873,
+                "stdev": 0.0074359130859373845,
+                "p50": 2.4265584716796873,
+                "p90": 2.4325072021484373,
+                "p95": 2.4332507934570313,
+                "p99": 2.433845666503906,
+                "values": [
+                    2.41912255859375,
+                    2.433994384765625
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 52.33749834682095
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "per_token": {
+            "memory": null,
+            "latency": {
+                "unit": "s",
+                "count": 253,
+                "total": 4.852438024520875,
+                "mean": 0.019179596934865113,
+                "stdev": 0.0012931213007423474,
+                "p50": 0.019135488510131835,
+                "p90": 0.019310387802124025,
+                "p95": 0.019495116424560546,
+                "p99": 0.020765777893066398,
+                "values": [
+                    0.02121625518798828,
+                    0.021309440612792968,
+                    0.01882009506225586,
+                    0.018487295150756835,
+                    0.01941913604736328,
+                    0.018508800506591795,
+                    0.01855897521972656,
+                    0.018570240020751954,
+                    0.018480127334594726,
+                    0.018530303955078126,
+                    0.018541568756103514,
+                    0.018535423278808593,
+                    0.018473983764648438,
+                    0.018540544509887694,
+                    0.018506752014160157,
+                    0.018571264266967775,
+                    0.018705408096313478,
+                    0.01882828712463379,
+                    0.01860710334777832,
+                    0.018530303955078126,
+                    0.018505727767944336,
+                    0.018503679275512695,
+                    0.019418111801147463,
+                    0.019536895751953123,
+                    0.018561023712158203,
+                    0.018501632690429686,
+                    0.018513919830322266,
+                    0.018577407836914063,
+                    0.018549760818481444,
+                    0.018542591094970702,
+                    0.018552831649780274,
+                    0.01856716728210449,
+                    0.01849241638183594,
+                    0.018494464874267577,
+                    0.018556928634643553,
+                    0.01863884735107422,
+                    0.018588672637939452,
+                    0.018534400939941405,
+                    0.01919385528564453,
+                    0.01959219169616699,
+                    0.019430400848388672,
+                    0.019487743377685548,
+                    0.019506175994873046,
+                    0.019418111801147463,
+                    0.018551807403564453,
+                    0.018479103088378905,
+                    0.018610176086425782,
+                    0.018869247436523438,
+                    0.01923072052001953,
+                    0.019430400848388672,
+                    0.019084287643432618,
+                    0.01900851249694824,
+                    0.019021823883056642,
+                    0.019066879272460938,
+                    0.01909350395202637,
+                    0.018975744247436522,
+                    0.019156991958618166,
+                    0.019131391525268555,
+                    0.019153919219970703,
+                    0.019142656326293944,
+                    0.019155967712402345,
+                    0.019180543899536134,
+                    0.019080192565917968,
+                    0.019173376083374022,
+                    0.01923891258239746,
+                    0.019137535095214844,
+                    0.019216384887695313,
+                    0.019174400329589843,
+                    0.019149824142456053,
+                    0.019179519653320314,
+                    0.019161088943481445,
+                    0.01922355270385742,
+                    0.019132415771484376,
+                    0.019121152877807617,
+                    0.019125247955322267,
+                    0.019156991958618166,
+                    0.019141632080078123,
+                    0.019150848388671874,
+                    0.01908940887451172,
+                    0.019149824142456053,
+                    0.019207168579101562,
+                    0.019124223709106446,
+                    0.019146751403808594,
+                    0.019168256759643554,
+                    0.019117055892944337,
+                    0.019173376083374022,
+                    0.019110912322998046,
+                    0.019133440017700197,
+                    0.019121152877807617,
+                    0.019212287902832033,
+                    0.019183616638183593,
+                    0.01922764778137207,
+                    0.019211263656616212,
+                    0.019105791091918945,
+                    0.01942425537109375,
+                    0.019168256759643554,
+                    0.01909350395202637,
+                    0.019119104385375976,
+                    0.019102720260620116,
+                    0.019146751403808594,
+                    0.019172351837158205,
+                    0.019347455978393553,
+                    0.019137535095214844,
+                    0.019056640625,
+                    0.019139583587646485,
+                    0.019149824142456053,
+                    0.019135488510131835,
+                    0.019128320693969726,
+                    0.019143680572509765,
+                    0.019103744506835937,
+                    0.01916729545593262,
+                    0.01911084747314453,
+                    0.019163135528564454,
+                    0.01925734329223633,
+                    0.019171327590942384,
+                    0.019280895233154297,
+                    0.019150848388671874,
+                    0.019136512756347656,
+                    0.019166208267211913,
+                    0.019161088943481445,
+                    0.019143680572509765,
+                    0.019156991958618166,
+                    0.019079168319702147,
+                    0.019150848388671874,
+                    0.019156991958618166,
+                    0.019133440017700197,
+                    0.039002113342285157,
+                    0.02024140739440918,
+                    0.019364864349365234,
+                    0.018981887817382814,
+                    0.018959360122680666,
+                    0.018965503692626954,
+                    0.018970624923706055,
+                    0.018982912063598634,
+                    0.018959360122680666,
+                    0.018967552185058592,
+                    0.018976768493652343,
+                    0.018976768493652343,
+                    0.01899929618835449,
+                    0.018993152618408202,
+                    0.019017728805541992,
+                    0.019149824142456053,
+                    0.019535871505737306,
+                    0.019092479705810548,
+                    0.01904537582397461,
+                    0.019140607833862306,
+                    0.019134464263916014,
+                    0.019148799896240236,
+                    0.020141056060791016,
+                    0.01947648048400879,
+                    0.019133440017700197,
+                    0.019109888076782225,
+                    0.019132415771484376,
+                    0.019281984329223633,
+                    0.019113920211791993,
+                    0.019136512756347656,
+                    0.019092512130737305,
+                    0.01907606315612793,
+                    0.01895427131652832,
+                    0.018996192932128907,
+                    0.019023904800415038,
+                    0.019006431579589842,
+                    0.018950143814086915,
+                    0.018957311630249024,
+                    0.01902592086791992,
+                    0.018990079879760743,
+                    0.01902079963684082,
+                    0.018980863571166993,
+                    0.019124223709106446,
+                    0.018998271942138673,
+                    0.01898700714111328,
+                    0.019050495147705078,
+                    0.018993152618408202,
+                    0.01902592086791992,
+                    0.019072000503540038,
+                    0.01904435157775879,
+                    0.01923993682861328,
+                    0.01898700714111328,
+                    0.01898700714111328,
+                    0.019009536743164062,
+                    0.01903308868408203,
+                    0.019083263397216797,
+                    0.018993152618408202,
+                    0.01918976020812988,
+                    0.019142656326293944,
+                    0.01923481559753418,
+                    0.019150848388671874,
+                    0.019158016204833983,
+                    0.019521535873413084,
+                    0.019915775299072267,
+                    0.020349952697753908,
+                    0.019561471939086913,
+                    0.019305471420288087,
+                    0.019290111541748048,
+                    0.019110912322998046,
+                    0.01942425537109375,
+                    0.019296255111694336,
+                    0.019311616897583008,
+                    0.01921331214904785,
+                    0.019129344940185547,
+                    0.019169279098510742,
+                    0.019142656326293944,
+                    0.019100671768188478,
+                    0.019119104385375976,
+                    0.019139583587646485,
+                    0.019302400588989257,
+                    0.019137535095214844,
+                    0.019130367279052735,
+                    0.019155967712402345,
+                    0.019147775650024415,
+                    0.019190784454345702,
+                    0.019122175216674805,
+                    0.019117055892944337,
+                    0.019190784454345702,
+                    0.019168256759643554,
+                    0.019129344940185547,
+                    0.019081247329711913,
+                    0.01917027282714844,
+                    0.019125247955322267,
+                    0.019141632080078123,
+                    0.019148799896240236,
+                    0.019148799896240236,
+                    0.01919692802429199,
+                    0.019121152877807617,
+                    0.019149824142456053,
+                    0.019147775650024415,
+                    0.019194879531860352,
+                    0.01906790351867676,
+                    0.01923379135131836,
+                    0.01918156814575195,
+                    0.019140607833862306,
+                    0.01921023941040039,
+                    0.019188735961914064,
+                    0.019168256759643554,
+                    0.019174400329589843,
+                    0.019112960815429687,
+                    0.019159040451049804,
+                    0.01909760093688965,
+                    0.019224576950073242,
+                    0.019091455459594727,
+                    0.019135488510131835,
+                    0.019135488510131835,
+                    0.01923481559753418,
+                    0.019146751403808594,
+                    0.01918976020812988,
+                    0.019120128631591796,
+                    0.019204095840454103,
+                    0.01925529670715332,
+                    0.019178495407104493,
+                    0.019424320220947266,
+                    0.019182527542114258,
+                    0.019204095840454103,
+                    0.019192832946777344
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 52.13873906714781
+            },
+            "energy": null,
+            "efficiency": null
+        }
+    }
+}

2024-06-13/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark_config.json

@@ -0,0 +1,102 @@
+{
+    "name": "pytorch_generate",
+    "backend": {
+        "name": "pytorch",
+        "version": "2.3.0+cu121",
+        "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+        "task": "text-generation",
+        "library": "transformers",
+        "model": "google/gemma-2b",
+        "processor": "google/gemma-2b",
+        "device": "cuda",
+        "device_ids": "0",
+        "seed": 42,
+        "inter_op_num_threads": null,
+        "intra_op_num_threads": null,
+        "model_kwargs": {},
+        "processor_kwargs": {},
+        "hub_kwargs": {},
+        "no_weights": true,
+        "device_map": null,
+        "torch_dtype": "float16",
+        "eval_mode": true,
+        "to_bettertransformer": false,
+        "low_cpu_mem_usage": null,
+        "attn_implementation": null,
+        "cache_implementation": null,
+        "autocast_enabled": false,
+        "autocast_dtype": null,
+        "torch_compile": false,
+        "torch_compile_target": "forward",
+        "torch_compile_config": {
+            "backend": "inductor",
+            "mode": "reduce-overhead",
+            "fullgraph": true
+        },
+        "quantization_scheme": null,
+        "quantization_config": {},
+        "deepspeed_inference": false,
+        "deepspeed_inference_config": {},
+        "peft_type": null,
+        "peft_config": {}
+    },
+    "scenario": {
+        "name": "inference",
+        "_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario",
+        "iterations": 2,
+        "duration": 0,
+        "warmup_runs": 10,
+        "input_shapes": {
+            "batch_size": 1,
+            "num_choices": 2,
+            "sequence_length": 7
+        },
+        "new_tokens": null,
+        "latency": true,
+        "memory": true,
+        "energy": false,
+        "forward_kwargs": {},
+        "generate_kwargs": {
+            "max_new_tokens": 128,
+            "min_new_tokens": 128,
+            "do_sample": false
+        },
+        "call_kwargs": {}
+    },
+    "launcher": {
+        "name": "process",
+        "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher",
+        "device_isolation": true,
+        "device_isolation_action": "warn",
+        "start_method": "spawn"
+    },
+    "environment": {
+        "cpu": " AMD EPYC 7R32",
+        "cpu_count": 16,
+        "cpu_ram_mb": 66697.29792,
+        "system": "Linux",
+        "machine": "x86_64",
+        "platform": "Linux-5.10.217-205.860.amzn2.x86_64-x86_64-with-glibc2.29",
+        "processor": "x86_64",
+        "python_version": "3.8.10",
+        "gpu": [
+            "NVIDIA A10G"
+        ],
+        "gpu_count": 1,
+        "gpu_vram_mb": 24146608128,
+        "optimum_benchmark_version": "0.2.1",
+        "optimum_benchmark_commit": null,
+        "transformers_version": "4.42.0.dev0",
+        "transformers_commit": "348e2294ac1a3cc744a93f04ab1f886439ee90d3",
+        "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
+    }
+}

2024-06-13/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3/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": 1705.24672,
+            "max_global_vram": 6793.199616,
+            "max_process_vram": 0.0,
+            "max_reserved": 6146.752512,
+            "max_allocated": 5034.576896
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 0.04079094314575195,
+            "mean": 0.020395471572875974,
+            "stdev": 0.0005370082855224601,
+            "p50": 0.020395471572875974,
+            "p90": 0.020825078201293944,
+            "p95": 0.02087877902984619,
+            "p99": 0.02092173969268799,
+            "values": [
+                0.020932479858398436,
+                0.019858463287353516
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 343.213442012752
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "decode": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1705.271296,
+            "max_global_vram": 6795.296768,
+            "max_process_vram": 0.0,
+            "max_reserved": 6148.849664,
+            "max_allocated": 5034.577408
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 4.853116943359375,
+            "mean": 2.4265584716796873,
+            "stdev": 0.0074359130859373845,
+            "p50": 2.4265584716796873,
+            "p90": 2.4325072021484373,
+            "p95": 2.4332507934570313,
+            "p99": 2.433845666503906,
+            "values": [
+                2.41912255859375,
+                2.433994384765625
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 52.33749834682095
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "per_token": {
+        "memory": null,
+        "latency": {
+            "unit": "s",
+            "count": 253,
+            "total": 4.852438024520875,
+            "mean": 0.019179596934865113,
+            "stdev": 0.0012931213007423474,
+            "p50": 0.019135488510131835,
+            "p90": 0.019310387802124025,
+            "p95": 0.019495116424560546,
+            "p99": 0.020765777893066398,
+            "values": [
+                0.02121625518798828,
+                0.021309440612792968,
+                0.01882009506225586,
+                0.018487295150756835,
+                0.01941913604736328,
+                0.018508800506591795,
+                0.01855897521972656,
+                0.018570240020751954,
+                0.018480127334594726,
+                0.018530303955078126,
+                0.018541568756103514,
+                0.018535423278808593,
+                0.018473983764648438,
+                0.018540544509887694,
+                0.018506752014160157,
+                0.018571264266967775,
+                0.018705408096313478,
+                0.01882828712463379,
+                0.01860710334777832,
+                0.018530303955078126,
+                0.018505727767944336,
+                0.018503679275512695,
+                0.019418111801147463,
+                0.019536895751953123,
+                0.018561023712158203,
+                0.018501632690429686,
+                0.018513919830322266,
+                0.018577407836914063,
+                0.018549760818481444,
+                0.018542591094970702,
+                0.018552831649780274,
+                0.01856716728210449,
+                0.01849241638183594,
+                0.018494464874267577,
+                0.018556928634643553,
+                0.01863884735107422,
+                0.018588672637939452,
+                0.018534400939941405,
+                0.01919385528564453,
+                0.01959219169616699,
+                0.019430400848388672,
+                0.019487743377685548,
+                0.019506175994873046,
+                0.019418111801147463,
+                0.018551807403564453,
+                0.018479103088378905,
+                0.018610176086425782,
+                0.018869247436523438,
+                0.01923072052001953,
+                0.019430400848388672,
+                0.019084287643432618,
+                0.01900851249694824,
+                0.019021823883056642,
+                0.019066879272460938,
+                0.01909350395202637,
+                0.018975744247436522,
+                0.019156991958618166,
+                0.019131391525268555,
+                0.019153919219970703,
+                0.019142656326293944,
+                0.019155967712402345,
+                0.019180543899536134,
+                0.019080192565917968,
+                0.019173376083374022,
+                0.01923891258239746,
+                0.019137535095214844,
+                0.019216384887695313,
+                0.019174400329589843,
+                0.019149824142456053,
+                0.019179519653320314,
+                0.019161088943481445,
+                0.01922355270385742,
+                0.019132415771484376,
+                0.019121152877807617,
+                0.019125247955322267,
+                0.019156991958618166,
+                0.019141632080078123,
+                0.019150848388671874,
+                0.01908940887451172,
+                0.019149824142456053,
+                0.019207168579101562,
+                0.019124223709106446,
+                0.019146751403808594,
+                0.019168256759643554,
+                0.019117055892944337,
+                0.019173376083374022,
+                0.019110912322998046,
+                0.019133440017700197,
+                0.019121152877807617,
+                0.019212287902832033,
+                0.019183616638183593,
+                0.01922764778137207,
+                0.019211263656616212,
+                0.019105791091918945,
+                0.01942425537109375,
+                0.019168256759643554,
+                0.01909350395202637,
+                0.019119104385375976,
+                0.019102720260620116,
+                0.019146751403808594,
+                0.019172351837158205,
+                0.019347455978393553,
+                0.019137535095214844,
+                0.019056640625,
+                0.019139583587646485,
+                0.019149824142456053,
+                0.019135488510131835,
+                0.019128320693969726,
+                0.019143680572509765,
+                0.019103744506835937,
+                0.01916729545593262,
+                0.01911084747314453,
+                0.019163135528564454,
+                0.01925734329223633,
+                0.019171327590942384,
+                0.019280895233154297,
+                0.019150848388671874,
+                0.019136512756347656,
+                0.019166208267211913,
+                0.019161088943481445,
+                0.019143680572509765,
+                0.019156991958618166,
+                0.019079168319702147,
+                0.019150848388671874,
+                0.019156991958618166,
+                0.019133440017700197,
+                0.039002113342285157,
+                0.02024140739440918,
+                0.019364864349365234,
+                0.018981887817382814,
+                0.018959360122680666,
+                0.018965503692626954,
+                0.018970624923706055,
+                0.018982912063598634,
+                0.018959360122680666,
+                0.018967552185058592,
+                0.018976768493652343,
+                0.018976768493652343,
+                0.01899929618835449,
+                0.018993152618408202,
+                0.019017728805541992,
+                0.019149824142456053,
+                0.019535871505737306,
+                0.019092479705810548,
+                0.01904537582397461,
+                0.019140607833862306,
+                0.019134464263916014,
+                0.019148799896240236,
+                0.020141056060791016,
+                0.01947648048400879,
+                0.019133440017700197,
+                0.019109888076782225,
+                0.019132415771484376,
+                0.019281984329223633,
+                0.019113920211791993,
+                0.019136512756347656,
+                0.019092512130737305,
+                0.01907606315612793,
+                0.01895427131652832,
+                0.018996192932128907,
+                0.019023904800415038,
+                0.019006431579589842,
+                0.018950143814086915,
+                0.018957311630249024,
+                0.01902592086791992,
+                0.018990079879760743,
+                0.01902079963684082,
+                0.018980863571166993,
+                0.019124223709106446,
+                0.018998271942138673,
+                0.01898700714111328,
+                0.019050495147705078,
+                0.018993152618408202,
+                0.01902592086791992,
+                0.019072000503540038,
+                0.01904435157775879,
+                0.01923993682861328,
+                0.01898700714111328,
+                0.01898700714111328,
+                0.019009536743164062,
+                0.01903308868408203,
+                0.019083263397216797,
+                0.018993152618408202,
+                0.01918976020812988,
+                0.019142656326293944,
+                0.01923481559753418,
+                0.019150848388671874,
+                0.019158016204833983,
+                0.019521535873413084,
+                0.019915775299072267,
+                0.020349952697753908,
+                0.019561471939086913,
+                0.019305471420288087,
+                0.019290111541748048,
+                0.019110912322998046,
+                0.01942425537109375,
+                0.019296255111694336,
+                0.019311616897583008,
+                0.01921331214904785,
+                0.019129344940185547,
+                0.019169279098510742,
+                0.019142656326293944,
+                0.019100671768188478,
+                0.019119104385375976,
+                0.019139583587646485,
+                0.019302400588989257,
+                0.019137535095214844,
+                0.019130367279052735,
+                0.019155967712402345,
+                0.019147775650024415,
+                0.019190784454345702,
+                0.019122175216674805,
+                0.019117055892944337,
+                0.019190784454345702,
+                0.019168256759643554,
+                0.019129344940185547,
+                0.019081247329711913,
+                0.01917027282714844,
+                0.019125247955322267,
+                0.019141632080078123,
+                0.019148799896240236,
+                0.019148799896240236,
+                0.01919692802429199,
+                0.019121152877807617,
+                0.019149824142456053,
+                0.019147775650024415,
+                0.019194879531860352,
+                0.01906790351867676,
+                0.01923379135131836,
+                0.01918156814575195,
+                0.019140607833862306,
+                0.01921023941040039,
+                0.019188735961914064,
+                0.019168256759643554,
+                0.019174400329589843,
+                0.019112960815429687,
+                0.019159040451049804,
+                0.01909760093688965,
+                0.019224576950073242,
+                0.019091455459594727,
+                0.019135488510131835,
+                0.019135488510131835,
+                0.01923481559753418,
+                0.019146751403808594,
+                0.01918976020812988,
+                0.019120128631591796,
+                0.019204095840454103,
+                0.01925529670715332,
+                0.019178495407104493,
+                0.019424320220947266,
+                0.019182527542114258,
+                0.019204095840454103,
+                0.019192832946777344
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 52.13873906714781
+        },
+        "energy": null,
+        "efficiency": null
+    }
+}

2024-06-13/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/summary.json

@@ -0,0 +1,13 @@
+{
+    "model": "google/gemma-2b",
+    "commit": "348e2294ac1a3cc744a93f04ab1f886439ee90d3",
+    "config": "backend.cache_implementation=null,backend.torch_compile=False",
+    "metrics": {
+        "prefill.latency.mean": 0.020395471572875974,
+        "prefill.throughput.value": 343.213442012752,
+        "decode.latency.mean": 2.4265584716796873,
+        "decode.throughput.value": 52.33749834682095,
+        "per_token.latency.mean": 0.019179596934865113,
+        "per_token.throughput.value": 52.13873906714781
+    }
+}

2024-06-13/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/config.yaml

@@ -0,0 +1,91 @@
+name: pytorch_generate
+backend:
+  name: pytorch
+  version: 2.3.0+cu121
+  _target_: optimum_benchmark.backends.pytorch.backend.PyTorchBackend
+  task: null
+  library: null
+  model: google/gemma-2b
+  processor: null
+  device: cuda
+  device_ids: '0'
+  seed: 42
+  inter_op_num_threads: null
+  intra_op_num_threads: null
+  model_kwargs: {}
+  processor_kwargs: {}
+  hub_kwargs: {}
+  no_weights: true
+  device_map: null
+  torch_dtype: float16
+  eval_mode: true
+  to_bettertransformer: false
+  low_cpu_mem_usage: null
+  attn_implementation: null
+  cache_implementation: null
+  autocast_enabled: false
+  autocast_dtype: null
+  torch_compile: true
+  torch_compile_target: forward
+  torch_compile_config:
+    backend: inductor
+    mode: reduce-overhead
+    fullgraph: true
+  quantization_scheme: null
+  quantization_config: {}
+  deepspeed_inference: false
+  deepspeed_inference_config: {}
+  peft_type: null
+  peft_config: {}
+scenario:
+  name: inference
+  _target_: optimum_benchmark.scenarios.inference.scenario.InferenceScenario
+  iterations: 2
+  duration: 0
+  warmup_runs: 10
+  input_shapes:
+    batch_size: 1
+    sequence_length: 7
+  new_tokens: null
+  latency: true
+  memory: true
+  energy: false
+  forward_kwargs: {}
+  generate_kwargs:
+    max_new_tokens: 128
+    min_new_tokens: 128
+    do_sample: false
+  call_kwargs: {}
+launcher:
+  name: process
+  _target_: optimum_benchmark.launchers.process.launcher.ProcessLauncher
+  device_isolation: true
+  device_isolation_action: warn
+  start_method: spawn
+environment:
+  cpu: ' AMD EPYC 7R32'
+  cpu_count: 16
+  cpu_ram_mb: 66697.29792
+  system: Linux
+  machine: x86_64
+  platform: Linux-5.10.217-205.860.amzn2.x86_64-x86_64-with-glibc2.29
+  processor: x86_64
+  python_version: 3.8.10
+  gpu:
+  - NVIDIA A10G
+  gpu_count: 1
+  gpu_vram_mb: 24146608128
+  optimum_benchmark_version: 0.2.1
+  optimum_benchmark_commit: null
+  transformers_version: 4.42.0.dev0
+  transformers_commit: 348e2294ac1a3cc744a93f04ab1f886439ee90d3
+  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

2024-06-13/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmp2pjxzacf/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmp2pjxzacf/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmp2pjxzacf/commit\=348e2294ac1a3cc744a93f04ab1f886439ee90d3
+    - hydra.run.dir=_benchmark/tmp2pjxzacf/commit\=348e2294ac1a3cc744a93f04ab1f886439ee90d3/${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/tmp2pjxzacf/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3/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

2024-06-13/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3/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

2024-06-13/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark.log

@@ -0,0 +1 @@
+[ISOLATED-PROCESS][2024-06-13 02:35:00,637][process][ERROR] - 	+ Sending traceback to main process

2024-06-13/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark_config.json

@@ -0,0 +1,102 @@
+{
+    "name": "pytorch_generate",
+    "backend": {
+        "name": "pytorch",
+        "version": "2.3.0+cu121",
+        "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+        "task": "text-generation",
+        "library": "transformers",
+        "model": "google/gemma-2b",
+        "processor": "google/gemma-2b",
+        "device": "cuda",
+        "device_ids": "0",
+        "seed": 42,
+        "inter_op_num_threads": null,
+        "intra_op_num_threads": null,
+        "model_kwargs": {},
+        "processor_kwargs": {},
+        "hub_kwargs": {},
+        "no_weights": true,
+        "device_map": null,
+        "torch_dtype": "float16",
+        "eval_mode": true,
+        "to_bettertransformer": false,
+        "low_cpu_mem_usage": null,
+        "attn_implementation": null,
+        "cache_implementation": null,
+        "autocast_enabled": false,
+        "autocast_dtype": null,
+        "torch_compile": true,
+        "torch_compile_target": "forward",
+        "torch_compile_config": {
+            "backend": "inductor",
+            "mode": "reduce-overhead",
+            "fullgraph": true
+        },
+        "quantization_scheme": null,
+        "quantization_config": {},
+        "deepspeed_inference": false,
+        "deepspeed_inference_config": {},
+        "peft_type": null,
+        "peft_config": {}
+    },
+    "scenario": {
+        "name": "inference",
+        "_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario",
+        "iterations": 2,
+        "duration": 0,
+        "warmup_runs": 10,
+        "input_shapes": {
+            "batch_size": 1,
+            "num_choices": 2,
+            "sequence_length": 7
+        },
+        "new_tokens": null,
+        "latency": true,
+        "memory": true,
+        "energy": false,
+        "forward_kwargs": {},
+        "generate_kwargs": {
+            "max_new_tokens": 128,
+            "min_new_tokens": 128,
+            "do_sample": false
+        },
+        "call_kwargs": {}
+    },
+    "launcher": {
+        "name": "process",
+        "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher",
+        "device_isolation": true,
+        "device_isolation_action": "warn",
+        "start_method": "spawn"
+    },
+    "environment": {
+        "cpu": " AMD EPYC 7R32",
+        "cpu_count": 16,
+        "cpu_ram_mb": 66697.29792,
+        "system": "Linux",
+        "machine": "x86_64",
+        "platform": "Linux-5.10.217-205.860.amzn2.x86_64-x86_64-with-glibc2.29",
+        "processor": "x86_64",
+        "python_version": "3.8.10",
+        "gpu": [
+            "NVIDIA A10G"
+        ],
+        "gpu_count": 1,
+        "gpu_vram_mb": 24146608128,
+        "optimum_benchmark_version": "0.2.1",
+        "optimum_benchmark_commit": null,
+        "transformers_version": "4.42.0.dev0",
+        "transformers_commit": "348e2294ac1a3cc744a93f04ab1f886439ee90d3",
+        "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
+    }
+}

2024-06-13/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/config.yaml

@@ -0,0 +1,91 @@
+name: pytorch_generate
+backend:
+  name: pytorch
+  version: 2.3.0+cu121
+  _target_: optimum_benchmark.backends.pytorch.backend.PyTorchBackend
+  task: null
+  library: null
+  model: google/gemma-2b
+  processor: null
+  device: cuda
+  device_ids: '0'
+  seed: 42
+  inter_op_num_threads: null
+  intra_op_num_threads: null
+  model_kwargs: {}
+  processor_kwargs: {}
+  hub_kwargs: {}
+  no_weights: true
+  device_map: null
+  torch_dtype: float16
+  eval_mode: true
+  to_bettertransformer: false
+  low_cpu_mem_usage: null
+  attn_implementation: null
+  cache_implementation: static
+  autocast_enabled: false
+  autocast_dtype: null
+  torch_compile: false
+  torch_compile_target: forward
+  torch_compile_config:
+    backend: inductor
+    mode: reduce-overhead
+    fullgraph: true
+  quantization_scheme: null
+  quantization_config: {}
+  deepspeed_inference: false
+  deepspeed_inference_config: {}
+  peft_type: null
+  peft_config: {}
+scenario:
+  name: inference
+  _target_: optimum_benchmark.scenarios.inference.scenario.InferenceScenario
+  iterations: 2
+  duration: 0
+  warmup_runs: 10
+  input_shapes:
+    batch_size: 1
+    sequence_length: 7
+  new_tokens: null
+  latency: true
+  memory: true
+  energy: false
+  forward_kwargs: {}
+  generate_kwargs:
+    max_new_tokens: 128
+    min_new_tokens: 128
+    do_sample: false
+  call_kwargs: {}
+launcher:
+  name: process
+  _target_: optimum_benchmark.launchers.process.launcher.ProcessLauncher
+  device_isolation: true
+  device_isolation_action: warn
+  start_method: spawn
+environment:
+  cpu: ' AMD EPYC 7R32'
+  cpu_count: 16
+  cpu_ram_mb: 66697.29792
+  system: Linux
+  machine: x86_64
+  platform: Linux-5.10.217-205.860.amzn2.x86_64-x86_64-with-glibc2.29
+  processor: x86_64
+  python_version: 3.8.10
+  gpu:
+  - NVIDIA A10G
+  gpu_count: 1
+  gpu_vram_mb: 24146608128
+  optimum_benchmark_version: 0.2.1
+  optimum_benchmark_commit: null
+  transformers_version: 4.42.0.dev0
+  transformers_commit: 348e2294ac1a3cc744a93f04ab1f886439ee90d3
+  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

2024-06-13/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmp2pjxzacf/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmp2pjxzacf/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmp2pjxzacf/commit\=348e2294ac1a3cc744a93f04ab1f886439ee90d3
+    - hydra.run.dir=_benchmark/tmp2pjxzacf/commit\=348e2294ac1a3cc744a93f04ab1f886439ee90d3/${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/tmp2pjxzacf/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3/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

2024-06-13/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3/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

2024-06-13/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark.json

@@ -0,0 +1,443 @@
+{
+    "config": {
+        "name": "pytorch_generate",
+        "backend": {
+            "name": "pytorch",
+            "version": "2.3.0+cu121",
+            "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+            "task": "text-generation",
+            "library": "transformers",
+            "model": "google/gemma-2b",
+            "processor": "google/gemma-2b",
+            "device": "cuda",
+            "device_ids": "0",
+            "seed": 42,
+            "inter_op_num_threads": null,
+            "intra_op_num_threads": null,
+            "model_kwargs": {},
+            "processor_kwargs": {},
+            "hub_kwargs": {},
+            "no_weights": true,
+            "device_map": null,
+            "torch_dtype": "float16",
+            "eval_mode": true,
+            "to_bettertransformer": false,
+            "low_cpu_mem_usage": null,
+            "attn_implementation": null,
+            "cache_implementation": "static",
+            "autocast_enabled": false,
+            "autocast_dtype": null,
+            "torch_compile": false,
+            "torch_compile_target": "forward",
+            "torch_compile_config": {
+                "backend": "inductor",
+                "mode": "reduce-overhead",
+                "fullgraph": true
+            },
+            "quantization_scheme": null,
+            "quantization_config": {},
+            "deepspeed_inference": false,
+            "deepspeed_inference_config": {},
+            "peft_type": null,
+            "peft_config": {}
+        },
+        "scenario": {
+            "name": "inference",
+            "_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario",
+            "iterations": 2,
+            "duration": 0,
+            "warmup_runs": 10,
+            "input_shapes": {
+                "batch_size": 1,
+                "num_choices": 2,
+                "sequence_length": 7
+            },
+            "new_tokens": null,
+            "latency": true,
+            "memory": true,
+            "energy": false,
+            "forward_kwargs": {},
+            "generate_kwargs": {
+                "max_new_tokens": 128,
+                "min_new_tokens": 128,
+                "do_sample": false
+            },
+            "call_kwargs": {}
+        },
+        "launcher": {
+            "name": "process",
+            "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher",
+            "device_isolation": true,
+            "device_isolation_action": "warn",
+            "start_method": "spawn"
+        },
+        "environment": {
+            "cpu": " AMD EPYC 7R32",
+            "cpu_count": 16,
+            "cpu_ram_mb": 66697.29792,
+            "system": "Linux",
+            "machine": "x86_64",
+            "platform": "Linux-5.10.217-205.860.amzn2.x86_64-x86_64-with-glibc2.29",
+            "processor": "x86_64",
+            "python_version": "3.8.10",
+            "gpu": [
+                "NVIDIA A10G"
+            ],
+            "gpu_count": 1,
+            "gpu_vram_mb": 24146608128,
+            "optimum_benchmark_version": "0.2.1",
+            "optimum_benchmark_commit": null,
+            "transformers_version": "4.42.0.dev0",
+            "transformers_commit": "348e2294ac1a3cc744a93f04ab1f886439ee90d3",
+            "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": 1761.554432,
+                "max_global_vram": 6793.199616,
+                "max_process_vram": 0.0,
+                "max_reserved": 6146.752512,
+                "max_allocated": 5036.936192
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 0.04537446403503418,
+                "mean": 0.02268723201751709,
+                "stdev": 0.00026819133758545013,
+                "p50": 0.02268723201751709,
+                "p90": 0.02290178508758545,
+                "p95": 0.022928604221343993,
+                "p99": 0.02295005952835083,
+                "values": [
+                    0.02241904067993164,
+                    0.02295542335510254
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 308.54358938962736
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "decode": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1761.570816,
+                "max_global_vram": 6793.199616,
+                "max_process_vram": 0.0,
+                "max_reserved": 6146.752512,
+                "max_allocated": 5036.936704
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 5.188403076171875,
+                "mean": 2.5942015380859376,
+                "stdev": 0.01855603027343755,
+                "p50": 2.5942015380859376,
+                "p90": 2.6090463623046873,
+                "p95": 2.6109019653320313,
+                "p99": 2.6123864477539063,
+                "values": [
+                    2.612757568359375,
+                    2.5756455078125
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 48.955332935969025
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "per_token": {
+            "memory": null,
+            "latency": {
+                "unit": "s",
+                "count": 253,
+                "total": 5.190375408172609,
+                "mean": 0.020515317818864065,
+                "stdev": 0.0015101034611190692,
+                "p50": 0.02026905632019043,
+                "p90": 0.020982989501953125,
+                "p95": 0.021206016540527343,
+                "p99": 0.02195400207519531,
+                "values": [
+                    0.02088755226135254,
+                    0.02086092758178711,
+                    0.020995071411132812,
+                    0.020777984619140624,
+                    0.02088243293762207,
+                    0.020772863388061523,
+                    0.02082099151611328,
+                    0.020489215850830078,
+                    0.02068070411682129,
+                    0.020774911880493165,
+                    0.020985855102539062,
+                    0.020992000579833983,
+                    0.020745216369628908,
+                    0.02106470489501953,
+                    0.021145599365234375,
+                    0.020984832763671874,
+                    0.020923391342163086,
+                    0.021763071060180664,
+                    0.020815872192382814,
+                    0.02086911964416504,
+                    0.020509695053100584,
+                    0.020546560287475587,
+                    0.020780031204223632,
+                    0.02065920066833496,
+                    0.020694015502929687,
+                    0.020738048553466795,
+                    0.020954111099243163,
+                    0.021008384704589843,
+                    0.02143027114868164,
+                    0.021407743453979493,
+                    0.021626880645751953,
+                    0.021527551651000978,
+                    0.021227519989013673,
+                    0.021181440353393553,
+                    0.021780479431152345,
+                    0.020547584533691408,
+                    0.02125823974609375,
+                    0.020718591690063477,
+                    0.021425151824951173,
+                    0.020950016021728517,
+                    0.02103500747680664,
+                    0.020516864776611327,
+                    0.020521984100341797,
+                    0.02063871955871582,
+                    0.02087833595275879,
+                    0.021011455535888672,
+                    0.021191680908203125,
+                    0.021105663299560547,
+                    0.020975616455078124,
+                    0.020147199630737304,
+                    0.023710720062255858,
+                    0.022141984939575195,
+                    0.02065814399719238,
+                    0.020307968139648438,
+                    0.02026905632019043,
+                    0.02032640075683594,
+                    0.020273151397705077,
+                    0.020254720687866212,
+                    0.020288511276245116,
+                    0.02025267219543457,
+                    0.020354047775268554,
+                    0.02023321533203125,
+                    0.02046566390991211,
+                    0.020195327758789062,
+                    0.020221952438354493,
+                    0.0202608642578125,
+                    0.020502527236938475,
+                    0.020313087463378905,
+                    0.020214784622192384,
+                    0.020176895141601564,
+                    0.02024038314819336,
+                    0.02024140739440918,
+                    0.020205568313598633,
+                    0.020221952438354493,
+                    0.02025881576538086,
+                    0.02017791938781738,
+                    0.020148223876953125,
+                    0.02007756805419922,
+                    0.02023423957824707,
+                    0.020336639404296874,
+                    0.020404224395751954,
+                    0.020311040878295897,
+                    0.020329471588134765,
+                    0.020152320861816408,
+                    0.020347904205322266,
+                    0.02017791938781738,
+                    0.020323328018188477,
+                    0.020205568313598633,
+                    0.020183040618896485,
+                    0.020220928192138672,
+                    0.020172800064086914,
+                    0.020290559768676757,
+                    0.0202106876373291,
+                    0.020238336563110353,
+                    0.02022604751586914,
+                    0.020154367446899413,
+                    0.020271104812622072,
+                    0.02025881576538086,
+                    0.020222976684570314,
+                    0.020403200149536133,
+                    0.020273151397705077,
+                    0.020208639144897463,
+                    0.020084735870361328,
+                    0.020176895141601564,
+                    0.020110336303710938,
+                    0.02021990394592285,
+                    0.02021785545349121,
+                    0.020131839752197265,
+                    0.020207616806030275,
+                    0.020398080825805662,
+                    0.020303871154785155,
+                    0.02022502326965332,
+                    0.020199424743652345,
+                    0.02008576011657715,
+                    0.020145151138305666,
+                    0.020496416091918945,
+                    0.020588512420654296,
+                    0.020332544326782227,
+                    0.02029363250732422,
+                    0.020205568313598633,
+                    0.020212736129760742,
+                    0.020145151138305666,
+                    0.020101119995117187,
+                    0.020129791259765627,
+                    0.02024038314819336,
+                    0.02011955261230469,
+                    0.0436049919128418,
+                    0.020188159942626953,
+                    0.020158464431762696,
+                    0.020455423355102538,
+                    0.020157440185546875,
+                    0.020215808868408205,
+                    0.020131839752197265,
+                    0.02023219108581543,
+                    0.020311040878295897,
+                    0.02023628807067871,
+                    0.020140031814575195,
+                    0.020380672454833985,
+                    0.020196352005004883,
+                    0.020257791519165038,
+                    0.020185087203979494,
+                    0.020307968139648438,
+                    0.02026700782775879,
+                    0.020176895141601564,
+                    0.020221952438354493,
+                    0.020262912750244142,
+                    0.02040115165710449,
+                    0.020172800064086914,
+                    0.020455423355102538,
+                    0.02047488021850586,
+                    0.02022502326965332,
+                    0.0202608642578125,
+                    0.020414464950561522,
+                    0.02046668815612793,
+                    0.020460544586181642,
+                    0.020123647689819335,
+                    0.020158464431762696,
+                    0.020213760375976563,
+                    0.02017791938781738,
+                    0.020296703338623046,
+                    0.020190208435058594,
+                    0.020238336563110353,
+                    0.020254720687866212,
+                    0.020330495834350586,
+                    0.02063052749633789,
+                    0.020354047775268554,
+                    0.0204400634765625,
+                    0.02025164794921875,
+                    0.02021171188354492,
+                    0.020168703079223634,
+                    0.020180992126464844,
+                    0.020264959335327147,
+                    0.020339712142944336,
+                    0.020264959335327147,
+                    0.020148223876953125,
+                    0.020331520080566406,
+                    0.020337663650512695,
+                    0.020175872802734376,
+                    0.020561920166015626,
+                    0.0202608642578125,
+                    0.02023219108581543,
+                    0.020538368225097657,
+                    0.020187135696411132,
+                    0.02025881576538086,
+                    0.020271104812622072,
+                    0.02023628807067871,
+                    0.02026905632019043,
+                    0.020221952438354493,
+                    0.020134912490844727,
+                    0.02025369644165039,
+                    0.02020662307739258,
+                    0.020387807846069337,
+                    0.020324352264404297,
+                    0.02023321533203125,
+                    0.02030899238586426,
+                    0.02021785545349121,
+                    0.02020249557495117,
+                    0.020114431381225584,
+                    0.02023423957824707,
+                    0.02033459281921387,
+                    0.020149248123168945,
+                    0.020147199630737304,
+                    0.02023219108581543,
+                    0.020139007568359374,
+                    0.020191232681274415,
+                    0.020298751831054687,
+                    0.020168703079223634,
+                    0.020157440185546875,
+                    0.020178943634033202,
+                    0.02025369644165039,
+                    0.020414464950561522,
+                    0.020322303771972656,
+                    0.020150272369384766,
+                    0.020289535522460937,
+                    0.020153343200683595,
+                    0.020311040878295897,
+                    0.020121599197387697,
+                    0.020273151397705077,
+                    0.020200447082519533,
+                    0.020163583755493163,
+                    0.020100095748901366,
+                    0.020178943634033202,
+                    0.020125696182250977,
+                    0.020166656494140626,
+                    0.02048409652709961,
+                    0.020147199630737304,
+                    0.020330495834350586,
+                    0.020502527236938475,
+                    0.020354047775268554,
+                    0.02027212715148926,
+                    0.02025984001159668,
+                    0.02032537651062012,
+                    0.02025369644165039,
+                    0.020249599456787108,
+                    0.020165632247924805,
+                    0.020163583755493163,
+                    0.020221952438354493,
+                    0.020281343460083007,
+                    0.02016972732543945,
+                    0.020141056060791016,
+                    0.02030899238586426,
+                    0.020340736389160157,
+                    0.02042265510559082,
+                    0.020364288330078126,
+                    0.020220928192138672,
+                    0.020154367446899413,
+                    0.020501504898071288,
+                    0.02011136054992676,
+                    0.020328447341918944,
+                    0.02106675148010254,
+                    0.02124185562133789,
+                    0.020370431900024414,
+                    0.020488191604614257
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 48.74406571856707
+            },
+            "energy": null,
+            "efficiency": null
+        }
+    }
+}

2024-06-13/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark_config.json

@@ -0,0 +1,102 @@
+{
+    "name": "pytorch_generate",
+    "backend": {
+        "name": "pytorch",
+        "version": "2.3.0+cu121",
+        "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+        "task": "text-generation",
+        "library": "transformers",
+        "model": "google/gemma-2b",
+        "processor": "google/gemma-2b",
+        "device": "cuda",
+        "device_ids": "0",
+        "seed": 42,
+        "inter_op_num_threads": null,
+        "intra_op_num_threads": null,
+        "model_kwargs": {},
+        "processor_kwargs": {},
+        "hub_kwargs": {},
+        "no_weights": true,
+        "device_map": null,
+        "torch_dtype": "float16",
+        "eval_mode": true,
+        "to_bettertransformer": false,
+        "low_cpu_mem_usage": null,
+        "attn_implementation": null,
+        "cache_implementation": "static",
+        "autocast_enabled": false,
+        "autocast_dtype": null,
+        "torch_compile": false,
+        "torch_compile_target": "forward",
+        "torch_compile_config": {
+            "backend": "inductor",
+            "mode": "reduce-overhead",
+            "fullgraph": true
+        },
+        "quantization_scheme": null,
+        "quantization_config": {},
+        "deepspeed_inference": false,
+        "deepspeed_inference_config": {},
+        "peft_type": null,
+        "peft_config": {}
+    },
+    "scenario": {
+        "name": "inference",
+        "_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario",
+        "iterations": 2,
+        "duration": 0,
+        "warmup_runs": 10,
+        "input_shapes": {
+            "batch_size": 1,
+            "num_choices": 2,
+            "sequence_length": 7
+        },
+        "new_tokens": null,
+        "latency": true,
+        "memory": true,
+        "energy": false,
+        "forward_kwargs": {},
+        "generate_kwargs": {
+            "max_new_tokens": 128,
+            "min_new_tokens": 128,
+            "do_sample": false
+        },
+        "call_kwargs": {}
+    },
+    "launcher": {
+        "name": "process",
+        "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher",
+        "device_isolation": true,
+        "device_isolation_action": "warn",
+        "start_method": "spawn"
+    },
+    "environment": {
+        "cpu": " AMD EPYC 7R32",
+        "cpu_count": 16,
+        "cpu_ram_mb": 66697.29792,
+        "system": "Linux",
+        "machine": "x86_64",
+        "platform": "Linux-5.10.217-205.860.amzn2.x86_64-x86_64-with-glibc2.29",
+        "processor": "x86_64",
+        "python_version": "3.8.10",
+        "gpu": [
+            "NVIDIA A10G"
+        ],
+        "gpu_count": 1,
+        "gpu_vram_mb": 24146608128,
+        "optimum_benchmark_version": "0.2.1",
+        "optimum_benchmark_commit": null,
+        "transformers_version": "4.42.0.dev0",
+        "transformers_commit": "348e2294ac1a3cc744a93f04ab1f886439ee90d3",
+        "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
+    }
+}

2024-06-13/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3/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": 1761.554432,
+            "max_global_vram": 6793.199616,
+            "max_process_vram": 0.0,
+            "max_reserved": 6146.752512,
+            "max_allocated": 5036.936192
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 0.04537446403503418,
+            "mean": 0.02268723201751709,
+            "stdev": 0.00026819133758545013,
+            "p50": 0.02268723201751709,
+            "p90": 0.02290178508758545,
+            "p95": 0.022928604221343993,
+            "p99": 0.02295005952835083,
+            "values": [
+                0.02241904067993164,
+                0.02295542335510254
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 308.54358938962736
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "decode": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1761.570816,
+            "max_global_vram": 6793.199616,
+            "max_process_vram": 0.0,
+            "max_reserved": 6146.752512,
+            "max_allocated": 5036.936704
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 5.188403076171875,
+            "mean": 2.5942015380859376,
+            "stdev": 0.01855603027343755,
+            "p50": 2.5942015380859376,
+            "p90": 2.6090463623046873,
+            "p95": 2.6109019653320313,
+            "p99": 2.6123864477539063,
+            "values": [
+                2.612757568359375,
+                2.5756455078125
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 48.955332935969025
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "per_token": {
+        "memory": null,
+        "latency": {
+            "unit": "s",
+            "count": 253,
+            "total": 5.190375408172609,
+            "mean": 0.020515317818864065,
+            "stdev": 0.0015101034611190692,
+            "p50": 0.02026905632019043,
+            "p90": 0.020982989501953125,
+            "p95": 0.021206016540527343,
+            "p99": 0.02195400207519531,
+            "values": [
+                0.02088755226135254,
+                0.02086092758178711,
+                0.020995071411132812,
+                0.020777984619140624,
+                0.02088243293762207,
+                0.020772863388061523,
+                0.02082099151611328,
+                0.020489215850830078,
+                0.02068070411682129,
+                0.020774911880493165,
+                0.020985855102539062,
+                0.020992000579833983,
+                0.020745216369628908,
+                0.02106470489501953,
+                0.021145599365234375,
+                0.020984832763671874,
+                0.020923391342163086,
+                0.021763071060180664,
+                0.020815872192382814,
+                0.02086911964416504,
+                0.020509695053100584,
+                0.020546560287475587,
+                0.020780031204223632,
+                0.02065920066833496,
+                0.020694015502929687,
+                0.020738048553466795,
+                0.020954111099243163,
+                0.021008384704589843,
+                0.02143027114868164,
+                0.021407743453979493,
+                0.021626880645751953,
+                0.021527551651000978,
+                0.021227519989013673,
+                0.021181440353393553,
+                0.021780479431152345,
+                0.020547584533691408,
+                0.02125823974609375,
+                0.020718591690063477,
+                0.021425151824951173,
+                0.020950016021728517,
+                0.02103500747680664,
+                0.020516864776611327,
+                0.020521984100341797,
+                0.02063871955871582,
+                0.02087833595275879,
+                0.021011455535888672,
+                0.021191680908203125,
+                0.021105663299560547,
+                0.020975616455078124,
+                0.020147199630737304,
+                0.023710720062255858,
+                0.022141984939575195,
+                0.02065814399719238,
+                0.020307968139648438,
+                0.02026905632019043,
+                0.02032640075683594,
+                0.020273151397705077,
+                0.020254720687866212,
+                0.020288511276245116,
+                0.02025267219543457,
+                0.020354047775268554,
+                0.02023321533203125,
+                0.02046566390991211,
+                0.020195327758789062,
+                0.020221952438354493,
+                0.0202608642578125,
+                0.020502527236938475,
+                0.020313087463378905,
+                0.020214784622192384,
+                0.020176895141601564,
+                0.02024038314819336,
+                0.02024140739440918,
+                0.020205568313598633,
+                0.020221952438354493,
+                0.02025881576538086,
+                0.02017791938781738,
+                0.020148223876953125,
+                0.02007756805419922,
+                0.02023423957824707,
+                0.020336639404296874,
+                0.020404224395751954,
+                0.020311040878295897,
+                0.020329471588134765,
+                0.020152320861816408,
+                0.020347904205322266,
+                0.02017791938781738,
+                0.020323328018188477,
+                0.020205568313598633,
+                0.020183040618896485,
+                0.020220928192138672,
+                0.020172800064086914,
+                0.020290559768676757,
+                0.0202106876373291,
+                0.020238336563110353,
+                0.02022604751586914,
+                0.020154367446899413,
+                0.020271104812622072,
+                0.02025881576538086,
+                0.020222976684570314,
+                0.020403200149536133,
+                0.020273151397705077,
+                0.020208639144897463,
+                0.020084735870361328,
+                0.020176895141601564,
+                0.020110336303710938,
+                0.02021990394592285,
+                0.02021785545349121,
+                0.020131839752197265,
+                0.020207616806030275,
+                0.020398080825805662,
+                0.020303871154785155,
+                0.02022502326965332,
+                0.020199424743652345,
+                0.02008576011657715,
+                0.020145151138305666,
+                0.020496416091918945,
+                0.020588512420654296,
+                0.020332544326782227,
+                0.02029363250732422,
+                0.020205568313598633,
+                0.020212736129760742,
+                0.020145151138305666,
+                0.020101119995117187,
+                0.020129791259765627,
+                0.02024038314819336,
+                0.02011955261230469,
+                0.0436049919128418,
+                0.020188159942626953,
+                0.020158464431762696,
+                0.020455423355102538,
+                0.020157440185546875,
+                0.020215808868408205,
+                0.020131839752197265,
+                0.02023219108581543,
+                0.020311040878295897,
+                0.02023628807067871,
+                0.020140031814575195,
+                0.020380672454833985,
+                0.020196352005004883,
+                0.020257791519165038,
+                0.020185087203979494,
+                0.020307968139648438,
+                0.02026700782775879,
+                0.020176895141601564,
+                0.020221952438354493,
+                0.020262912750244142,
+                0.02040115165710449,
+                0.020172800064086914,
+                0.020455423355102538,
+                0.02047488021850586,
+                0.02022502326965332,
+                0.0202608642578125,
+                0.020414464950561522,
+                0.02046668815612793,
+                0.020460544586181642,
+                0.020123647689819335,
+                0.020158464431762696,
+                0.020213760375976563,
+                0.02017791938781738,
+                0.020296703338623046,
+                0.020190208435058594,
+                0.020238336563110353,
+                0.020254720687866212,
+                0.020330495834350586,
+                0.02063052749633789,
+                0.020354047775268554,
+                0.0204400634765625,
+                0.02025164794921875,
+                0.02021171188354492,
+                0.020168703079223634,
+                0.020180992126464844,
+                0.020264959335327147,
+                0.020339712142944336,
+                0.020264959335327147,
+                0.020148223876953125,
+                0.020331520080566406,
+                0.020337663650512695,
+                0.020175872802734376,
+                0.020561920166015626,
+                0.0202608642578125,
+                0.02023219108581543,
+                0.020538368225097657,
+                0.020187135696411132,
+                0.02025881576538086,
+                0.020271104812622072,
+                0.02023628807067871,
+                0.02026905632019043,
+                0.020221952438354493,
+                0.020134912490844727,
+                0.02025369644165039,
+                0.02020662307739258,
+                0.020387807846069337,
+                0.020324352264404297,
+                0.02023321533203125,
+                0.02030899238586426,
+                0.02021785545349121,
+                0.02020249557495117,
+                0.020114431381225584,
+                0.02023423957824707,
+                0.02033459281921387,
+                0.020149248123168945,
+                0.020147199630737304,
+                0.02023219108581543,
+                0.020139007568359374,
+                0.020191232681274415,
+                0.020298751831054687,
+                0.020168703079223634,
+                0.020157440185546875,
+                0.020178943634033202,
+                0.02025369644165039,
+                0.020414464950561522,
+                0.020322303771972656,
+                0.020150272369384766,
+                0.020289535522460937,
+                0.020153343200683595,
+                0.020311040878295897,
+                0.020121599197387697,
+                0.020273151397705077,
+                0.020200447082519533,
+                0.020163583755493163,
+                0.020100095748901366,
+                0.020178943634033202,
+                0.020125696182250977,
+                0.020166656494140626,
+                0.02048409652709961,
+                0.020147199630737304,
+                0.020330495834350586,
+                0.020502527236938475,
+                0.020354047775268554,
+                0.02027212715148926,
+                0.02025984001159668,
+                0.02032537651062012,
+                0.02025369644165039,
+                0.020249599456787108,
+                0.020165632247924805,
+                0.020163583755493163,
+                0.020221952438354493,
+                0.020281343460083007,
+                0.02016972732543945,
+                0.020141056060791016,
+                0.02030899238586426,
+                0.020340736389160157,
+                0.02042265510559082,
+                0.020364288330078126,
+                0.020220928192138672,
+                0.020154367446899413,
+                0.020501504898071288,
+                0.02011136054992676,
+                0.020328447341918944,
+                0.02106675148010254,
+                0.02124185562133789,
+                0.020370431900024414,
+                0.020488191604614257
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 48.74406571856707
+        },
+        "energy": null,
+        "efficiency": null
+    }
+}

2024-06-13/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/summary.json

@@ -0,0 +1,13 @@
+{
+    "model": "google/gemma-2b",
+    "commit": "348e2294ac1a3cc744a93f04ab1f886439ee90d3",
+    "config": "backend.cache_implementation=static,backend.torch_compile=False",
+    "metrics": {
+        "prefill.latency.mean": 0.02268723201751709,
+        "prefill.throughput.value": 308.54358938962736,
+        "decode.latency.mean": 2.5942015380859376,
+        "decode.throughput.value": 48.955332935969025,
+        "per_token.latency.mean": 0.020515317818864065,
+        "per_token.throughput.value": 48.74406571856707
+    }
+}

2024-06-13/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/config.yaml

@@ -0,0 +1,91 @@
+name: pytorch_generate
+backend:
+  name: pytorch
+  version: 2.3.0+cu121
+  _target_: optimum_benchmark.backends.pytorch.backend.PyTorchBackend
+  task: null
+  library: null
+  model: google/gemma-2b
+  processor: null
+  device: cuda
+  device_ids: '0'
+  seed: 42
+  inter_op_num_threads: null
+  intra_op_num_threads: null
+  model_kwargs: {}
+  processor_kwargs: {}
+  hub_kwargs: {}
+  no_weights: true
+  device_map: null
+  torch_dtype: float16
+  eval_mode: true
+  to_bettertransformer: false
+  low_cpu_mem_usage: null
+  attn_implementation: null
+  cache_implementation: static
+  autocast_enabled: false
+  autocast_dtype: null
+  torch_compile: true
+  torch_compile_target: forward
+  torch_compile_config:
+    backend: inductor
+    mode: reduce-overhead
+    fullgraph: true
+  quantization_scheme: null
+  quantization_config: {}
+  deepspeed_inference: false
+  deepspeed_inference_config: {}
+  peft_type: null
+  peft_config: {}
+scenario:
+  name: inference
+  _target_: optimum_benchmark.scenarios.inference.scenario.InferenceScenario
+  iterations: 2
+  duration: 0
+  warmup_runs: 10
+  input_shapes:
+    batch_size: 1
+    sequence_length: 7
+  new_tokens: null
+  latency: true
+  memory: true
+  energy: false
+  forward_kwargs: {}
+  generate_kwargs:
+    max_new_tokens: 128
+    min_new_tokens: 128
+    do_sample: false
+  call_kwargs: {}
+launcher:
+  name: process
+  _target_: optimum_benchmark.launchers.process.launcher.ProcessLauncher
+  device_isolation: true
+  device_isolation_action: warn
+  start_method: spawn
+environment:
+  cpu: ' AMD EPYC 7R32'
+  cpu_count: 16
+  cpu_ram_mb: 66697.29792
+  system: Linux
+  machine: x86_64
+  platform: Linux-5.10.217-205.860.amzn2.x86_64-x86_64-with-glibc2.29
+  processor: x86_64
+  python_version: 3.8.10
+  gpu:
+  - NVIDIA A10G
+  gpu_count: 1
+  gpu_vram_mb: 24146608128
+  optimum_benchmark_version: 0.2.1
+  optimum_benchmark_commit: null
+  transformers_version: 4.42.0.dev0
+  transformers_commit: 348e2294ac1a3cc744a93f04ab1f886439ee90d3
+  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

2024-06-13/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmp2pjxzacf/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmp2pjxzacf/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmp2pjxzacf/commit\=348e2294ac1a3cc744a93f04ab1f886439ee90d3
+    - hydra.run.dir=_benchmark/tmp2pjxzacf/commit\=348e2294ac1a3cc744a93f04ab1f886439ee90d3/${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/tmp2pjxzacf/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3/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

2024-06-13/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3/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

2024-06-13/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark.json

@@ -0,0 +1,443 @@
+{
+    "config": {
+        "name": "pytorch_generate",
+        "backend": {
+            "name": "pytorch",
+            "version": "2.3.0+cu121",
+            "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+            "task": "text-generation",
+            "library": "transformers",
+            "model": "google/gemma-2b",
+            "processor": "google/gemma-2b",
+            "device": "cuda",
+            "device_ids": "0",
+            "seed": 42,
+            "inter_op_num_threads": null,
+            "intra_op_num_threads": null,
+            "model_kwargs": {},
+            "processor_kwargs": {},
+            "hub_kwargs": {},
+            "no_weights": true,
+            "device_map": null,
+            "torch_dtype": "float16",
+            "eval_mode": true,
+            "to_bettertransformer": false,
+            "low_cpu_mem_usage": null,
+            "attn_implementation": null,
+            "cache_implementation": "static",
+            "autocast_enabled": false,
+            "autocast_dtype": null,
+            "torch_compile": true,
+            "torch_compile_target": "forward",
+            "torch_compile_config": {
+                "backend": "inductor",
+                "mode": "reduce-overhead",
+                "fullgraph": true
+            },
+            "quantization_scheme": null,
+            "quantization_config": {},
+            "deepspeed_inference": false,
+            "deepspeed_inference_config": {},
+            "peft_type": null,
+            "peft_config": {}
+        },
+        "scenario": {
+            "name": "inference",
+            "_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario",
+            "iterations": 2,
+            "duration": 0,
+            "warmup_runs": 10,
+            "input_shapes": {
+                "batch_size": 1,
+                "num_choices": 2,
+                "sequence_length": 7
+            },
+            "new_tokens": null,
+            "latency": true,
+            "memory": true,
+            "energy": false,
+            "forward_kwargs": {},
+            "generate_kwargs": {
+                "max_new_tokens": 128,
+                "min_new_tokens": 128,
+                "do_sample": false
+            },
+            "call_kwargs": {}
+        },
+        "launcher": {
+            "name": "process",
+            "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher",
+            "device_isolation": true,
+            "device_isolation_action": "warn",
+            "start_method": "spawn"
+        },
+        "environment": {
+            "cpu": " AMD EPYC 7R32",
+            "cpu_count": 16,
+            "cpu_ram_mb": 66697.29792,
+            "system": "Linux",
+            "machine": "x86_64",
+            "platform": "Linux-5.10.217-205.860.amzn2.x86_64-x86_64-with-glibc2.29",
+            "processor": "x86_64",
+            "python_version": "3.8.10",
+            "gpu": [
+                "NVIDIA A10G"
+            ],
+            "gpu_count": 1,
+            "gpu_vram_mb": 24146608128,
+            "optimum_benchmark_version": "0.2.1",
+            "optimum_benchmark_commit": null,
+            "transformers_version": "4.42.0.dev0",
+            "transformers_commit": "348e2294ac1a3cc744a93f04ab1f886439ee90d3",
+            "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": 1925.40672,
+                "max_global_vram": 6094.848,
+                "max_process_vram": 0.0,
+                "max_reserved": 5379.19488,
+                "max_allocated": 5021.251584
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 0.028058783531188965,
+                "mean": 0.014029391765594482,
+                "stdev": 0.00011076784133911069,
+                "p50": 0.014029391765594482,
+                "p90": 0.014118006038665771,
+                "p95": 0.014129082822799682,
+                "p99": 0.014137944250106812,
+                "values": [
+                    0.014140159606933593,
+                    0.013918623924255372
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 498.95249323400594
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "decode": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 2269.097984,
+                "max_global_vram": 8907.128832,
+                "max_process_vram": 0.0,
+                "max_reserved": 5379.19488,
+                "max_allocated": 5027.089408
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 3.1181380615234375,
+                "mean": 1.5590690307617188,
+                "stdev": 0.0022986450195312536,
+                "p50": 1.5590690307617188,
+                "p90": 1.5609079467773437,
+                "p95": 1.5611378112792968,
+                "p99": 1.5613217028808595,
+                "values": [
+                    1.56136767578125,
+                    1.5567703857421875
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 81.4588690392697
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "per_token": {
+            "memory": null,
+            "latency": {
+                "unit": "s",
+                "count": 253,
+                "total": 3.1191654386520393,
+                "mean": 0.012328717148822287,
+                "stdev": 0.0008876340359825208,
+                "p50": 0.012267519950866699,
+                "p90": 0.012294963073730469,
+                "p95": 0.012329164886474609,
+                "p99": 0.01271787525177002,
+                "values": [
+                    0.012667903900146485,
+                    0.012712960243225097,
+                    0.012737536430358886,
+                    0.012723199844360352,
+                    0.012684288024902344,
+                    0.012530719757080078,
+                    0.012270560264587402,
+                    0.012304384231567383,
+                    0.012273664474487305,
+                    0.012282879829406738,
+                    0.012263423919677734,
+                    0.012286975860595703,
+                    0.0122357759475708,
+                    0.012280832290649414,
+                    0.01223475170135498,
+                    0.01239244842529297,
+                    0.012240896224975586,
+                    0.012285951614379884,
+                    0.012266495704650878,
+                    0.012324864387512208,
+                    0.012248127937316895,
+                    0.01227462387084961,
+                    0.012244992256164551,
+                    0.012283904075622559,
+                    0.012246015548706055,
+                    0.012285951614379884,
+                    0.012275712013244629,
+                    0.012283904075622559,
+                    0.012248064041137695,
+                    0.012283904075622559,
+                    0.0122357759475708,
+                    0.012278783798217773,
+                    0.012240896224975586,
+                    0.01229312038421631,
+                    0.012270591735839843,
+                    0.012286975860595703,
+                    0.012257280349731446,
+                    0.012278783798217773,
+                    0.012254207611083985,
+                    0.012275712013244629,
+                    0.012236800193786621,
+                    0.012271615982055664,
+                    0.01224294376373291,
+                    0.012273664474487305,
+                    0.012281855583190919,
+                    0.01228492832183838,
+                    0.012240896224975586,
+                    0.012283904075622559,
+                    0.012257280349731446,
+                    0.012291071891784668,
+                    0.012432383537292481,
+                    0.012274687767028808,
+                    0.012238847732543945,
+                    0.01226956844329834,
+                    0.012262399673461915,
+                    0.012290047645568849,
+                    0.012231679916381836,
+                    0.012285951614379884,
+                    0.012230655670166016,
+                    0.012270591735839843,
+                    0.012244992256164551,
+                    0.012270591735839843,
+                    0.012248064041137695,
+                    0.012294143676757812,
+                    0.012238847732543945,
+                    0.01229312038421631,
+                    0.012230655670166016,
+                    0.01227673625946045,
+                    0.012239871978759765,
+                    0.012282879829406738,
+                    0.012246015548706055,
+                    0.012277759552001954,
+                    0.012238847732543945,
+                    0.012274687767028808,
+                    0.01224294376373291,
+                    0.012267519950866699,
+                    0.012238847732543945,
+                    0.012285951614379884,
+                    0.012239871978759765,
+                    0.012294143676757812,
+                    0.012265472412109376,
+                    0.012303359985351562,
+                    0.012327936172485352,
+                    0.01235148811340332,
+                    0.012360704421997071,
+                    0.012337151527404786,
+                    0.012267519950866699,
+                    0.01227673625946045,
+                    0.012228608131408691,
+                    0.012283904075622559,
+                    0.01224396800994873,
+                    0.012288000106811523,
+                    0.01226035213470459,
+                    0.012294143676757812,
+                    0.012237824440002442,
+                    0.01228492832183838,
+                    0.012271615982055664,
+                    0.012282879829406738,
+                    0.01222758388519287,
+                    0.012267552375793456,
+                    0.012236767768859864,
+                    0.012274687767028808,
+                    0.012225536346435547,
+                    0.012274687767028808,
+                    0.012231679916381836,
+                    0.012257280349731446,
+                    0.012222463607788087,
+                    0.01232588768005371,
+                    0.012263423919677734,
+                    0.012291071891784668,
+                    0.012237824440002442,
+                    0.012270591735839843,
+                    0.012216320037841797,
+                    0.012271615982055664,
+                    0.012228608131408691,
+                    0.012263423919677734,
+                    0.01222758388519287,
+                    0.012272640228271485,
+                    0.01224294376373291,
+                    0.012275712013244629,
+                    0.012280832290649414,
+                    0.012295167922973632,
+                    0.012262399673461915,
+                    0.012291071891784668,
+                    0.012238847732543945,
+                    0.012290047645568849,
+                    0.026375167846679686,
+                    0.012232704162597656,
+                    0.01227673625946045,
+                    0.012231679916381836,
+                    0.012292096138000488,
+                    0.01225113582611084,
+                    0.012275712013244629,
+                    0.0122357759475708,
+                    0.01228492832183838,
+                    0.012236800193786621,
+                    0.012275712013244629,
+                    0.012247039794921874,
+                    0.012280832290649414,
+                    0.012237824440002442,
+                    0.012267519950866699,
+                    0.012225536346435547,
+                    0.01226854419708252,
+                    0.012222463607788087,
+                    0.012271615982055664,
+                    0.012248064041137695,
+                    0.012299263954162597,
+                    0.012247039794921874,
+                    0.012281855583190919,
+                    0.012233728408813477,
+                    0.012288000106811523,
+                    0.012236800193786621,
+                    0.012275712013244629,
+                    0.012238847732543945,
+                    0.01227673625946045,
+                    0.012230655670166016,
+                    0.012281855583190919,
+                    0.012241920471191407,
+                    0.012281855583190919,
+                    0.012225536346435547,
+                    0.012301312446594239,
+                    0.012254207611083985,
+                    0.012294143676757812,
+                    0.012239871978759765,
+                    0.012275712013244629,
+                    0.0122357759475708,
+                    0.012297216415405274,
+                    0.012231679916381836,
+                    0.012277759552001954,
+                    0.01224294376373291,
+                    0.012257280349731446,
+                    0.012226559638977052,
+                    0.012277759552001954,
+                    0.012221440315246582,
+                    0.012300288200378418,
+                    0.01225011157989502,
+                    0.012292096138000488,
+                    0.012231679916381836,
+                    0.01226137638092041,
+                    0.01224294376373291,
+                    0.012270591735839843,
+                    0.012238847732543945,
+                    0.012283904075622559,
+                    0.012216320037841797,
+                    0.01228492832183838,
+                    0.012225536346435547,
+                    0.012266495704650878,
+                    0.012228608131408691,
+                    0.012296192169189453,
+                    0.012220416069030762,
+                    0.012288000106811523,
+                    0.012247039794921874,
+                    0.012288000106811523,
+                    0.012224512100219726,
+                    0.012274687767028808,
+                    0.012224512100219726,
+                    0.012331007957458496,
+                    0.012253184318542481,
+                    0.01229312038421631,
+                    0.012233728408813477,
+                    0.012270591735839843,
+                    0.012214271545410157,
+                    0.012305407524108887,
+                    0.012228608131408691,
+                    0.012265472412109376,
+                    0.012239871978759765,
+                    0.012277759552001954,
+                    0.012283904075622559,
+                    0.01226854419708252,
+                    0.012238847732543945,
+                    0.012273664474487305,
+                    0.0122357759475708,
+                    0.012317695617675782,
+                    0.012236800193786621,
+                    0.012272640228271485,
+                    0.012253184318542481,
+                    0.012283904075622559,
+                    0.012286975860595703,
+                    0.012275712013244629,
+                    0.012228608131408691,
+                    0.012265472412109376,
+                    0.012217344284057617,
+                    0.012289024353027344,
+                    0.012237824440002442,
+                    0.01226956844329834,
+                    0.012240896224975586,
+                    0.01226035213470459,
+                    0.012225536346435547,
+                    0.012254240036010743,
+                    0.0122193603515625,
+                    0.012264448165893555,
+                    0.012222463607788087,
+                    0.012264448165893555,
+                    0.012225536346435547,
+                    0.012262399673461915,
+                    0.012220416069030762,
+                    0.012259327888488769,
+                    0.012223487854003906,
+                    0.012279808044433594,
+                    0.012230655670166016,
+                    0.012262399673461915,
+                    0.012226559638977052,
+                    0.01225113582611084,
+                    0.012216320037841797,
+                    0.012267519950866699,
+                    0.012223487854003906,
+                    0.012272640228271485,
+                    0.012239871978759765,
+                    0.012267519950866699,
+                    0.012238847732543945,
+                    0.01226854419708252,
+                    0.012225536346435547,
+                    0.012277759552001954
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 81.11143989506856
+            },
+            "energy": null,
+            "efficiency": null
+        }
+    }
+}

2024-06-13/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark_config.json

@@ -0,0 +1,102 @@
+{
+    "name": "pytorch_generate",
+    "backend": {
+        "name": "pytorch",
+        "version": "2.3.0+cu121",
+        "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+        "task": "text-generation",
+        "library": "transformers",
+        "model": "google/gemma-2b",
+        "processor": "google/gemma-2b",
+        "device": "cuda",
+        "device_ids": "0",
+        "seed": 42,
+        "inter_op_num_threads": null,
+        "intra_op_num_threads": null,
+        "model_kwargs": {},
+        "processor_kwargs": {},
+        "hub_kwargs": {},
+        "no_weights": true,
+        "device_map": null,
+        "torch_dtype": "float16",
+        "eval_mode": true,
+        "to_bettertransformer": false,
+        "low_cpu_mem_usage": null,
+        "attn_implementation": null,
+        "cache_implementation": "static",
+        "autocast_enabled": false,
+        "autocast_dtype": null,
+        "torch_compile": true,
+        "torch_compile_target": "forward",
+        "torch_compile_config": {
+            "backend": "inductor",
+            "mode": "reduce-overhead",
+            "fullgraph": true
+        },
+        "quantization_scheme": null,
+        "quantization_config": {},
+        "deepspeed_inference": false,
+        "deepspeed_inference_config": {},
+        "peft_type": null,
+        "peft_config": {}
+    },
+    "scenario": {
+        "name": "inference",
+        "_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario",
+        "iterations": 2,
+        "duration": 0,
+        "warmup_runs": 10,
+        "input_shapes": {
+            "batch_size": 1,
+            "num_choices": 2,
+            "sequence_length": 7
+        },
+        "new_tokens": null,
+        "latency": true,
+        "memory": true,
+        "energy": false,
+        "forward_kwargs": {},
+        "generate_kwargs": {
+            "max_new_tokens": 128,
+            "min_new_tokens": 128,
+            "do_sample": false
+        },
+        "call_kwargs": {}
+    },
+    "launcher": {
+        "name": "process",
+        "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher",
+        "device_isolation": true,
+        "device_isolation_action": "warn",
+        "start_method": "spawn"
+    },
+    "environment": {
+        "cpu": " AMD EPYC 7R32",
+        "cpu_count": 16,
+        "cpu_ram_mb": 66697.29792,
+        "system": "Linux",
+        "machine": "x86_64",
+        "platform": "Linux-5.10.217-205.860.amzn2.x86_64-x86_64-with-glibc2.29",
+        "processor": "x86_64",
+        "python_version": "3.8.10",
+        "gpu": [
+            "NVIDIA A10G"
+        ],
+        "gpu_count": 1,
+        "gpu_vram_mb": 24146608128,
+        "optimum_benchmark_version": "0.2.1",
+        "optimum_benchmark_commit": null,
+        "transformers_version": "4.42.0.dev0",
+        "transformers_commit": "348e2294ac1a3cc744a93f04ab1f886439ee90d3",
+        "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
+    }
+}

2024-06-13/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3/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": 1925.40672,
+            "max_global_vram": 6094.848,
+            "max_process_vram": 0.0,
+            "max_reserved": 5379.19488,
+            "max_allocated": 5021.251584
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 0.028058783531188965,
+            "mean": 0.014029391765594482,
+            "stdev": 0.00011076784133911069,
+            "p50": 0.014029391765594482,
+            "p90": 0.014118006038665771,
+            "p95": 0.014129082822799682,
+            "p99": 0.014137944250106812,
+            "values": [
+                0.014140159606933593,
+                0.013918623924255372
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 498.95249323400594
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "decode": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 2269.097984,
+            "max_global_vram": 8907.128832,
+            "max_process_vram": 0.0,
+            "max_reserved": 5379.19488,
+            "max_allocated": 5027.089408
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 3.1181380615234375,
+            "mean": 1.5590690307617188,
+            "stdev": 0.0022986450195312536,
+            "p50": 1.5590690307617188,
+            "p90": 1.5609079467773437,
+            "p95": 1.5611378112792968,
+            "p99": 1.5613217028808595,
+            "values": [
+                1.56136767578125,
+                1.5567703857421875
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 81.4588690392697
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "per_token": {
+        "memory": null,
+        "latency": {
+            "unit": "s",
+            "count": 253,
+            "total": 3.1191654386520393,
+            "mean": 0.012328717148822287,
+            "stdev": 0.0008876340359825208,
+            "p50": 0.012267519950866699,
+            "p90": 0.012294963073730469,
+            "p95": 0.012329164886474609,
+            "p99": 0.01271787525177002,
+            "values": [
+                0.012667903900146485,
+                0.012712960243225097,
+                0.012737536430358886,
+                0.012723199844360352,
+                0.012684288024902344,
+                0.012530719757080078,
+                0.012270560264587402,
+                0.012304384231567383,
+                0.012273664474487305,
+                0.012282879829406738,
+                0.012263423919677734,
+                0.012286975860595703,
+                0.0122357759475708,
+                0.012280832290649414,
+                0.01223475170135498,
+                0.01239244842529297,
+                0.012240896224975586,
+                0.012285951614379884,
+                0.012266495704650878,
+                0.012324864387512208,
+                0.012248127937316895,
+                0.01227462387084961,
+                0.012244992256164551,
+                0.012283904075622559,
+                0.012246015548706055,
+                0.012285951614379884,
+                0.012275712013244629,
+                0.012283904075622559,
+                0.012248064041137695,
+                0.012283904075622559,
+                0.0122357759475708,
+                0.012278783798217773,
+                0.012240896224975586,
+                0.01229312038421631,
+                0.012270591735839843,
+                0.012286975860595703,
+                0.012257280349731446,
+                0.012278783798217773,
+                0.012254207611083985,
+                0.012275712013244629,
+                0.012236800193786621,
+                0.012271615982055664,
+                0.01224294376373291,
+                0.012273664474487305,
+                0.012281855583190919,
+                0.01228492832183838,
+                0.012240896224975586,
+                0.012283904075622559,
+                0.012257280349731446,
+                0.012291071891784668,
+                0.012432383537292481,
+                0.012274687767028808,
+                0.012238847732543945,
+                0.01226956844329834,
+                0.012262399673461915,
+                0.012290047645568849,
+                0.012231679916381836,
+                0.012285951614379884,
+                0.012230655670166016,
+                0.012270591735839843,
+                0.012244992256164551,
+                0.012270591735839843,
+                0.012248064041137695,
+                0.012294143676757812,
+                0.012238847732543945,
+                0.01229312038421631,
+                0.012230655670166016,
+                0.01227673625946045,
+                0.012239871978759765,
+                0.012282879829406738,
+                0.012246015548706055,
+                0.012277759552001954,
+                0.012238847732543945,
+                0.012274687767028808,
+                0.01224294376373291,
+                0.012267519950866699,
+                0.012238847732543945,
+                0.012285951614379884,
+                0.012239871978759765,
+                0.012294143676757812,
+                0.012265472412109376,
+                0.012303359985351562,
+                0.012327936172485352,
+                0.01235148811340332,
+                0.012360704421997071,
+                0.012337151527404786,
+                0.012267519950866699,
+                0.01227673625946045,
+                0.012228608131408691,
+                0.012283904075622559,
+                0.01224396800994873,
+                0.012288000106811523,
+                0.01226035213470459,
+                0.012294143676757812,
+                0.012237824440002442,
+                0.01228492832183838,
+                0.012271615982055664,
+                0.012282879829406738,
+                0.01222758388519287,
+                0.012267552375793456,
+                0.012236767768859864,
+                0.012274687767028808,
+                0.012225536346435547,
+                0.012274687767028808,
+                0.012231679916381836,
+                0.012257280349731446,
+                0.012222463607788087,
+                0.01232588768005371,
+                0.012263423919677734,
+                0.012291071891784668,
+                0.012237824440002442,
+                0.012270591735839843,
+                0.012216320037841797,
+                0.012271615982055664,
+                0.012228608131408691,
+                0.012263423919677734,
+                0.01222758388519287,
+                0.012272640228271485,
+                0.01224294376373291,
+                0.012275712013244629,
+                0.012280832290649414,
+                0.012295167922973632,
+                0.012262399673461915,
+                0.012291071891784668,
+                0.012238847732543945,
+                0.012290047645568849,
+                0.026375167846679686,
+                0.012232704162597656,
+                0.01227673625946045,
+                0.012231679916381836,
+                0.012292096138000488,
+                0.01225113582611084,
+                0.012275712013244629,
+                0.0122357759475708,
+                0.01228492832183838,
+                0.012236800193786621,
+                0.012275712013244629,
+                0.012247039794921874,
+                0.012280832290649414,
+                0.012237824440002442,
+                0.012267519950866699,
+                0.012225536346435547,
+                0.01226854419708252,
+                0.012222463607788087,
+                0.012271615982055664,
+                0.012248064041137695,
+                0.012299263954162597,
+                0.012247039794921874,
+                0.012281855583190919,
+                0.012233728408813477,
+                0.012288000106811523,
+                0.012236800193786621,
+                0.012275712013244629,
+                0.012238847732543945,
+                0.01227673625946045,
+                0.012230655670166016,
+                0.012281855583190919,
+                0.012241920471191407,
+                0.012281855583190919,
+                0.012225536346435547,
+                0.012301312446594239,
+                0.012254207611083985,
+                0.012294143676757812,
+                0.012239871978759765,
+                0.012275712013244629,
+                0.0122357759475708,
+                0.012297216415405274,
+                0.012231679916381836,
+                0.012277759552001954,
+                0.01224294376373291,
+                0.012257280349731446,
+                0.012226559638977052,
+                0.012277759552001954,
+                0.012221440315246582,
+                0.012300288200378418,
+                0.01225011157989502,
+                0.012292096138000488,
+                0.012231679916381836,
+                0.01226137638092041,
+                0.01224294376373291,
+                0.012270591735839843,
+                0.012238847732543945,
+                0.012283904075622559,
+                0.012216320037841797,
+                0.01228492832183838,
+                0.012225536346435547,
+                0.012266495704650878,
+                0.012228608131408691,
+                0.012296192169189453,
+                0.012220416069030762,
+                0.012288000106811523,
+                0.012247039794921874,
+                0.012288000106811523,
+                0.012224512100219726,
+                0.012274687767028808,
+                0.012224512100219726,
+                0.012331007957458496,
+                0.012253184318542481,
+                0.01229312038421631,
+                0.012233728408813477,
+                0.012270591735839843,
+                0.012214271545410157,
+                0.012305407524108887,
+                0.012228608131408691,
+                0.012265472412109376,
+                0.012239871978759765,
+                0.012277759552001954,
+                0.012283904075622559,
+                0.01226854419708252,
+                0.012238847732543945,
+                0.012273664474487305,
+                0.0122357759475708,
+                0.012317695617675782,
+                0.012236800193786621,
+                0.012272640228271485,
+                0.012253184318542481,
+                0.012283904075622559,
+                0.012286975860595703,
+                0.012275712013244629,
+                0.012228608131408691,
+                0.012265472412109376,
+                0.012217344284057617,
+                0.012289024353027344,
+                0.012237824440002442,
+                0.01226956844329834,
+                0.012240896224975586,
+                0.01226035213470459,
+                0.012225536346435547,
+                0.012254240036010743,
+                0.0122193603515625,
+                0.012264448165893555,
+                0.012222463607788087,
+                0.012264448165893555,
+                0.012225536346435547,
+                0.012262399673461915,
+                0.012220416069030762,
+                0.012259327888488769,
+                0.012223487854003906,
+                0.012279808044433594,
+                0.012230655670166016,
+                0.012262399673461915,
+                0.012226559638977052,
+                0.01225113582611084,
+                0.012216320037841797,
+                0.012267519950866699,
+                0.012223487854003906,
+                0.012272640228271485,
+                0.012239871978759765,
+                0.012267519950866699,
+                0.012238847732543945,
+                0.01226854419708252,
+                0.012225536346435547,
+                0.012277759552001954
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 81.11143989506856
+        },
+        "energy": null,
+        "efficiency": null
+    }
+}

2024-06-13/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/summary.json

@@ -0,0 +1,13 @@
+{
+    "model": "google/gemma-2b",
+    "commit": "348e2294ac1a3cc744a93f04ab1f886439ee90d3",
+    "config": "backend.cache_implementation=static,backend.torch_compile=True",
+    "metrics": {
+        "prefill.latency.mean": 0.014029391765594482,
+        "prefill.throughput.value": 498.95249323400594,
+        "decode.latency.mean": 1.5590690307617188,
+        "decode.throughput.value": 81.4588690392697,
+        "per_token.latency.mean": 0.012328717148822287,
+        "per_token.throughput.value": 81.11143989506856
+    }
+}

2024-06-13/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3/multirun.yaml

@@ -0,0 +1,232 @@
+hydra:
+  run:
+    dir: _benchmark/tmp2pjxzacf/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmp2pjxzacf/commit=348e2294ac1a3cc744a93f04ab1f886439ee90d3
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmp2pjxzacf/commit\=348e2294ac1a3cc744a93f04ab1f886439ee90d3
+    - hydra.run.dir=_benchmark/tmp2pjxzacf/commit\=348e2294ac1a3cc744a93f04ab1f886439ee90d3/${hydra.job.override_dirname}
+    - hydra.mode=MULTIRUN
+    task:
+    - backend.model=google/gemma-2b
+    - backend.cache_implementation=null,static
+    - backend.torch_compile=false,true
+  job:
+    name: cli
+    chdir: true
+    override_dirname: backend.cache_implementation=null,static,backend.model=google/gemma-2b,backend.torch_compile=false,true
+    id: ???
+    num: ???
+    config_name: generation
+    env_set:
+      OVERRIDE_BENCHMARKS: '1'
+      LOG_LEVEL: WARN
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /transformers
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: optimum_benchmark
+      schema: pkg
+      provider: main
+    - path: /transformers/benchmark/config
+      schema: file
+      provider: command-line
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: ???
+    choices:
+      backend: pytorch
+      launcher: process
+      scenario: inference
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: disabled
+      hydra/hydra_logging: disabled
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: basic
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false
+name: pytorch_generate
+backend:
+  name: pytorch
+  version: 2.3.0+cu121
+  _target_: optimum_benchmark.backends.pytorch.backend.PyTorchBackend
+  task: null
+  library: null
+  model: google/gemma-2b
+  processor: null
+  device: cuda
+  device_ids: '0'
+  seed: 42
+  inter_op_num_threads: null
+  intra_op_num_threads: null
+  model_kwargs: {}
+  processor_kwargs: {}
+  hub_kwargs: {}
+  no_weights: true
+  device_map: null
+  torch_dtype: float16
+  eval_mode: true
+  to_bettertransformer: false
+  low_cpu_mem_usage: null
+  attn_implementation: null
+  cache_implementation: static
+  autocast_enabled: false
+  autocast_dtype: null
+  torch_compile: true
+  torch_compile_target: forward
+  torch_compile_config:
+    backend: inductor
+    mode: reduce-overhead
+    fullgraph: true
+  quantization_scheme: null
+  quantization_config: {}
+  deepspeed_inference: false
+  deepspeed_inference_config: {}
+  peft_type: null
+  peft_config: {}
+scenario:
+  name: inference
+  _target_: optimum_benchmark.scenarios.inference.scenario.InferenceScenario
+  iterations: 2
+  duration: 0
+  warmup_runs: 10
+  input_shapes:
+    batch_size: 1
+    sequence_length: 7
+  new_tokens: null
+  latency: true
+  memory: true
+  energy: false
+  forward_kwargs: {}
+  generate_kwargs:
+    max_new_tokens: 128
+    min_new_tokens: 128
+    do_sample: false
+  call_kwargs: {}
+launcher:
+  name: process
+  _target_: optimum_benchmark.launchers.process.launcher.ProcessLauncher
+  device_isolation: true
+  device_isolation_action: warn
+  start_method: spawn
+environment:
+  cpu: ' AMD EPYC 7R32'
+  cpu_count: 16
+  cpu_ram_mb: 66697.29792
+  system: Linux
+  machine: x86_64
+  platform: Linux-5.10.217-205.860.amzn2.x86_64-x86_64-with-glibc2.29
+  processor: x86_64
+  python_version: 3.8.10
+  gpu:
+  - NVIDIA A10G
+  gpu_count: 1
+  gpu_vram_mb: 24146608128
+  optimum_benchmark_version: 0.2.1
+  optimum_benchmark_commit: null
+  transformers_version: 4.42.0.dev0
+  transformers_commit: 348e2294ac1a3cc744a93f04ab1f886439ee90d3
+  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

2024-06-13/summaries.json

@@ -0,0 +1,41 @@
+[
+    {
+        "model": "google/gemma-2b",
+        "commit": "348e2294ac1a3cc744a93f04ab1f886439ee90d3",
+        "config": "backend.cache_implementation=null,backend.torch_compile=False",
+        "metrics": {
+            "prefill.latency.mean": 0.020395471572875974,
+            "prefill.throughput.value": 343.213442012752,
+            "decode.latency.mean": 2.4265584716796873,
+            "decode.throughput.value": 52.33749834682095,
+            "per_token.latency.mean": 0.019179596934865113,
+            "per_token.throughput.value": 52.13873906714781
+        }
+    },
+    {
+        "model": "google/gemma-2b",
+        "commit": "348e2294ac1a3cc744a93f04ab1f886439ee90d3",
+        "config": "backend.cache_implementation=static,backend.torch_compile=False",
+        "metrics": {
+            "prefill.latency.mean": 0.02268723201751709,
+            "prefill.throughput.value": 308.54358938962736,
+            "decode.latency.mean": 2.5942015380859376,
+            "decode.throughput.value": 48.955332935969025,
+            "per_token.latency.mean": 0.020515317818864065,
+            "per_token.throughput.value": 48.74406571856707
+        }
+    },
+    {
+        "model": "google/gemma-2b",
+        "commit": "348e2294ac1a3cc744a93f04ab1f886439ee90d3",
+        "config": "backend.cache_implementation=static,backend.torch_compile=True",
+        "metrics": {
+            "prefill.latency.mean": 0.014029391765594482,
+            "prefill.throughput.value": 498.95249323400594,
+            "decode.latency.mean": 1.5590690307617188,
+            "decode.throughput.value": 81.4588690392697,
+            "per_token.latency.mean": 0.012328717148822287,
+            "per_token.throughput.value": 81.11143989506856
+        }
+    }
+]

2024-06-13/summary.json

@@ -0,0 +1,40 @@
+{
+    "google/gemma-2b": {
+        "backend.cache_implementation=null,backend.torch_compile=False": {
+            "348e2294ac1a3cc744a93f04ab1f886439ee90d3": {
+                "metrics": {
+                    "prefill.latency.mean": 0.020395471572875974,
+                    "prefill.throughput.value": 343.213442012752,
+                    "decode.latency.mean": 2.4265584716796873,
+                    "decode.throughput.value": 52.33749834682095,
+                    "per_token.latency.mean": 0.019179596934865113,
+                    "per_token.throughput.value": 52.13873906714781
+                }
+            }
+        },
+        "backend.cache_implementation=static,backend.torch_compile=False": {
+            "348e2294ac1a3cc744a93f04ab1f886439ee90d3": {
+                "metrics": {
+                    "prefill.latency.mean": 0.02268723201751709,
+                    "prefill.throughput.value": 308.54358938962736,
+                    "decode.latency.mean": 2.5942015380859376,
+                    "decode.throughput.value": 48.955332935969025,
+                    "per_token.latency.mean": 0.020515317818864065,
+                    "per_token.throughput.value": 48.74406571856707
+                }
+            }
+        },
+        "backend.cache_implementation=static,backend.torch_compile=True": {
+            "348e2294ac1a3cc744a93f04ab1f886439ee90d3": {
+                "metrics": {
+                    "prefill.latency.mean": 0.014029391765594482,
+                    "prefill.throughput.value": 498.95249323400594,
+                    "decode.latency.mean": 1.5590690307617188,
+                    "decode.throughput.value": 81.4588690392697,
+                    "per_token.latency.mean": 0.012328717148822287,
+                    "per_token.throughput.value": 81.11143989506856
+                }
+            }
+        }
+    }
+}