Upload folder using huggingface_hub

2024-06-16/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1/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: eed9ed679878ada2f6d2eefccdbda368cabc88b1
+  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

2024-06-16/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmpfrzfx6p6/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmpfrzfx6p6/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmpfrzfx6p6/commit\=eed9ed679878ada2f6d2eefccdbda368cabc88b1
+    - hydra.run.dir=_benchmark/tmpfrzfx6p6/commit\=eed9ed679878ada2f6d2eefccdbda368cabc88b1/${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/tmpfrzfx6p6/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1/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

2024-06-16/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1/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

2024-06-16/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1/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": "eed9ed679878ada2f6d2eefccdbda368cabc88b1",
+            "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": 1738.227712,
+                "max_global_vram": 6793.199616,
+                "max_process_vram": 0.0,
+                "max_reserved": 6146.752512,
+                "max_allocated": 5034.576896
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 0.045458688735961914,
+                "mean": 0.022729344367980957,
+                "stdev": 0.002710240364074707,
+                "p50": 0.022729344367980957,
+                "p90": 0.024897536659240722,
+                "p95": 0.02516856069564819,
+                "p99": 0.02538537992477417,
+                "values": [
+                    0.025439584732055664,
+                    0.02001910400390625
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 307.9719276839752
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "decode": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1738.32192,
+                "max_global_vram": 6795.296768,
+                "max_process_vram": 0.0,
+                "max_reserved": 6148.849664,
+                "max_allocated": 5034.577408
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 4.775644775390625,
+                "mean": 2.3878223876953126,
+                "stdev": 0.013817749023437464,
+                "p50": 2.3878223876953126,
+                "p90": 2.3988765869140627,
+                "p95": 2.400258361816406,
+                "p99": 2.401363781738281,
+                "values": [
+                    2.40164013671875,
+                    2.374004638671875
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 53.186535420072985
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "per_token": {
+            "memory": null,
+            "latency": {
+                "unit": "s",
+                "count": 253,
+                "total": 4.776072187423707,
+                "mean": 0.018877755681516624,
+                "stdev": 0.0013918402423089098,
+                "p50": 0.018550783157348632,
+                "p90": 0.019393766403198242,
+                "p95": 0.019474841690063475,
+                "p99": 0.019828408737182616,
+                "values": [
+                    0.019301376342773437,
+                    0.01923686408996582,
+                    0.01925017547607422,
+                    0.021184511184692383,
+                    0.019475456237792968,
+                    0.019316736221313476,
+                    0.01929430389404297,
+                    0.01925315284729004,
+                    0.01922047996520996,
+                    0.019180543899536134,
+                    0.019198976516723632,
+                    0.019284992218017577,
+                    0.019174400329589843,
+                    0.019170303344726563,
+                    0.019153919219970703,
+                    0.019397632598876953,
+                    0.01929523277282715,
+                    0.019167232513427734,
+                    0.019268608093261717,
+                    0.019173376083374022,
+                    0.01922969627380371,
+                    0.019238943099975585,
+                    0.019377119064331056,
+                    0.019252223968505858,
+                    0.01922969627380371,
+                    0.019163135528564454,
+                    0.018884607315063476,
+                    0.018998271942138673,
+                    0.019182592391967773,
+                    0.01945292854309082,
+                    0.018923519134521484,
+                    0.018922496795654296,
+                    0.01905971145629883,
+                    0.0192491512298584,
+                    0.019371007919311522,
+                    0.019307519912719725,
+                    0.019194879531860352,
+                    0.019191808700561523,
+                    0.019338239669799806,
+                    0.01924095916748047,
+                    0.019377151489257814,
+                    0.019173376083374022,
+                    0.01925119972229004,
+                    0.01918976020812988,
+                    0.019183616638183593,
+                    0.01902694320678711,
+                    0.01904844856262207,
+                    0.019186687469482423,
+                    0.019594240188598632,
+                    0.01940787124633789,
+                    0.019204095840454103,
+                    0.019792896270751953,
+                    0.019451904296875,
+                    0.019539968490600586,
+                    0.019530752182006835,
+                    0.019350528717041016,
+                    0.019370016098022462,
+                    0.0193525447845459,
+                    0.019298303604125978,
+                    0.019366912841796875,
+                    0.019389440536499023,
+                    0.019362815856933592,
+                    0.01879347229003906,
+                    0.01847603225708008,
+                    0.018449407577514648,
+                    0.018388992309570314,
+                    0.018379776000976563,
+                    0.01840742492675781,
+                    0.01838489532470703,
+                    0.01862553596496582,
+                    0.018440191268920898,
+                    0.018365440368652345,
+                    0.01840947151184082,
+                    0.018480127334594726,
+                    0.018357248306274415,
+                    0.01846272087097168,
+                    0.018655231475830078,
+                    0.018363391876220703,
+                    0.01838591957092285,
+                    0.018364479064941406,
+                    0.01834796714782715,
+                    0.018747392654418944,
+                    0.01855897521972656,
+                    0.018431999206542968,
+                    0.01841766357421875,
+                    0.018370559692382812,
+                    0.018566144943237304,
+                    0.018396160125732423,
+                    0.018457599639892578,
+                    0.018388992309570314,
+                    0.01839308738708496,
+                    0.01841459274291992,
+                    0.018473983764648438,
+                    0.01839411163330078,
+                    0.018568191528320312,
+                    0.018387968063354493,
+                    0.018367488861083983,
+                    0.018498559951782227,
+                    0.018359296798706053,
+                    0.01863680076599121,
+                    0.018550783157348632,
+                    0.018405376434326173,
+                    0.018397184371948243,
+                    0.018358272552490236,
+                    0.018214912414550782,
+                    0.018267135620117187,
+                    0.01847500801086426,
+                    0.018592767715454102,
+                    0.018502656936645507,
+                    0.018395135879516602,
+                    0.01847091293334961,
+                    0.018511871337890624,
+                    0.018420736312866212,
+                    0.018447359085083007,
+                    0.01843507194519043,
+                    0.01840640068054199,
+                    0.018421760559082033,
+                    0.018355199813842774,
+                    0.018381824493408205,
+                    0.018340864181518556,
+                    0.019243104934692383,
+                    0.0194169921875,
+                    0.01925836753845215,
+                    0.01939455986022949,
+                    0.019327999114990235,
+                    0.01939059257507324,
+                    0.03963584136962891,
+                    0.018341888427734376,
+                    0.01838387107849121,
+                    0.018378751754760742,
+                    0.01824460792541504,
+                    0.01845145606994629,
+                    0.018344959259033202,
+                    0.018326528549194337,
+                    0.0182794246673584,
+                    0.01888768005371094,
+                    0.01842585563659668,
+                    0.01846067237854004,
+                    0.018307071685791015,
+                    0.018363391876220703,
+                    0.018397184371948243,
+                    0.018353151321411132,
+                    0.01835212707519531,
+                    0.019808256149291992,
+                    0.019335168838500977,
+                    0.019187711715698243,
+                    0.019314687728881837,
+                    0.018373632431030275,
+                    0.018276351928710938,
+                    0.018357248306274415,
+                    0.018283519744873047,
+                    0.018300928115844727,
+                    0.018329599380493163,
+                    0.018327743530273437,
+                    0.018350912094116212,
+                    0.018306047439575195,
+                    0.018303071975708008,
+                    0.018447263717651367,
+                    0.018693119049072265,
+                    0.019611648559570313,
+                    0.019537919998168944,
+                    0.019283967971801756,
+                    0.019288063049316406,
+                    0.0192675838470459,
+                    0.019344383239746094,
+                    0.01920204734802246,
+                    0.019191808700561523,
+                    0.018300928115844727,
+                    0.018276384353637695,
+                    0.01827734375,
+                    0.018249727249145507,
+                    0.018265087127685545,
+                    0.01829478454589844,
+                    0.01926144027709961,
+                    0.019195903778076173,
+                    0.01841459274291992,
+                    0.019406848907470704,
+                    0.019317760467529296,
+                    0.01943142318725586,
+                    0.019363840103149413,
+                    0.01924812889099121,
+                    0.019401727676391603,
+                    0.01927884864807129,
+                    0.019342336654663086,
+                    0.01943142318725586,
+                    0.018487295150756835,
+                    0.01846784019470215,
+                    0.018463743209838866,
+                    0.01985024070739746,
+                    0.018431999206542968,
+                    0.01843404769897461,
+                    0.018489343643188477,
+                    0.0186429443359375,
+                    0.018515968322753908,
+                    0.01839411163330078,
+                    0.018501632690429686,
+                    0.018431999206542968,
+                    0.01841766357421875,
+                    0.018515968322753908,
+                    0.018423807144165038,
+                    0.0184453125,
+                    0.018361343383789062,
+                    0.01882111930847168,
+                    0.01923891258239746,
+                    0.01923993682861328,
+                    0.019495935440063478,
+                    0.019330047607421876,
+                    0.01843916893005371,
+                    0.01843507194519043,
+                    0.01846272087097168,
+                    0.01835212707519531,
+                    0.01823027229309082,
+                    0.019567615509033204,
+                    0.019449855804443358,
+                    0.019401727676391603,
+                    0.019474431991577147,
+                    0.019312639236450196,
+                    0.018611200332641603,
+                    0.01844633674621582,
+                    0.018563072204589845,
+                    0.018440191268920898,
+                    0.018503679275512695,
+                    0.01846681594848633,
+                    0.018573312759399413,
+                    0.018572288513183592,
+                    0.018191360473632814,
+                    0.018242559432983398,
+                    0.01829478454589844,
+                    0.01825279998779297,
+                    0.01840742492675781,
+                    0.01824870491027832,
+                    0.018250751495361327,
+                    0.018267135620117187,
+                    0.018421760559082033,
+                    0.01846886444091797,
+                    0.019308544158935546,
+                    0.01842585563659668,
+                    0.01844131278991699,
+                    0.018512800216674806,
+                    0.018544639587402344,
+                    0.01845145606994629,
+                    0.018776063919067384,
+                    0.018562047958374024,
+                    0.018267135620117187,
+                    0.018158592224121094,
+                    0.01924300765991211,
+                    0.01923174476623535,
+                    0.01859993553161621,
+                    0.018481151580810547,
+                    0.01840230369567871,
+                    0.0185743350982666,
+                    0.018527231216430663,
+                    0.01839206314086914
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 52.97239867232251
+            },
+            "energy": null,
+            "efficiency": null
+        }
+    }
+}

2024-06-16/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1/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": "eed9ed679878ada2f6d2eefccdbda368cabc88b1",
+        "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
+    }
+}

2024-06-16/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1/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": 1738.227712,
+            "max_global_vram": 6793.199616,
+            "max_process_vram": 0.0,
+            "max_reserved": 6146.752512,
+            "max_allocated": 5034.576896
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 0.045458688735961914,
+            "mean": 0.022729344367980957,
+            "stdev": 0.002710240364074707,
+            "p50": 0.022729344367980957,
+            "p90": 0.024897536659240722,
+            "p95": 0.02516856069564819,
+            "p99": 0.02538537992477417,
+            "values": [
+                0.025439584732055664,
+                0.02001910400390625
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 307.9719276839752
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "decode": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1738.32192,
+            "max_global_vram": 6795.296768,
+            "max_process_vram": 0.0,
+            "max_reserved": 6148.849664,
+            "max_allocated": 5034.577408
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 4.775644775390625,
+            "mean": 2.3878223876953126,
+            "stdev": 0.013817749023437464,
+            "p50": 2.3878223876953126,
+            "p90": 2.3988765869140627,
+            "p95": 2.400258361816406,
+            "p99": 2.401363781738281,
+            "values": [
+                2.40164013671875,
+                2.374004638671875
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 53.186535420072985
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "per_token": {
+        "memory": null,
+        "latency": {
+            "unit": "s",
+            "count": 253,
+            "total": 4.776072187423707,
+            "mean": 0.018877755681516624,
+            "stdev": 0.0013918402423089098,
+            "p50": 0.018550783157348632,
+            "p90": 0.019393766403198242,
+            "p95": 0.019474841690063475,
+            "p99": 0.019828408737182616,
+            "values": [
+                0.019301376342773437,
+                0.01923686408996582,
+                0.01925017547607422,
+                0.021184511184692383,
+                0.019475456237792968,
+                0.019316736221313476,
+                0.01929430389404297,
+                0.01925315284729004,
+                0.01922047996520996,
+                0.019180543899536134,
+                0.019198976516723632,
+                0.019284992218017577,
+                0.019174400329589843,
+                0.019170303344726563,
+                0.019153919219970703,
+                0.019397632598876953,
+                0.01929523277282715,
+                0.019167232513427734,
+                0.019268608093261717,
+                0.019173376083374022,
+                0.01922969627380371,
+                0.019238943099975585,
+                0.019377119064331056,
+                0.019252223968505858,
+                0.01922969627380371,
+                0.019163135528564454,
+                0.018884607315063476,
+                0.018998271942138673,
+                0.019182592391967773,
+                0.01945292854309082,
+                0.018923519134521484,
+                0.018922496795654296,
+                0.01905971145629883,
+                0.0192491512298584,
+                0.019371007919311522,
+                0.019307519912719725,
+                0.019194879531860352,
+                0.019191808700561523,
+                0.019338239669799806,
+                0.01924095916748047,
+                0.019377151489257814,
+                0.019173376083374022,
+                0.01925119972229004,
+                0.01918976020812988,
+                0.019183616638183593,
+                0.01902694320678711,
+                0.01904844856262207,
+                0.019186687469482423,
+                0.019594240188598632,
+                0.01940787124633789,
+                0.019204095840454103,
+                0.019792896270751953,
+                0.019451904296875,
+                0.019539968490600586,
+                0.019530752182006835,
+                0.019350528717041016,
+                0.019370016098022462,
+                0.0193525447845459,
+                0.019298303604125978,
+                0.019366912841796875,
+                0.019389440536499023,
+                0.019362815856933592,
+                0.01879347229003906,
+                0.01847603225708008,
+                0.018449407577514648,
+                0.018388992309570314,
+                0.018379776000976563,
+                0.01840742492675781,
+                0.01838489532470703,
+                0.01862553596496582,
+                0.018440191268920898,
+                0.018365440368652345,
+                0.01840947151184082,
+                0.018480127334594726,
+                0.018357248306274415,
+                0.01846272087097168,
+                0.018655231475830078,
+                0.018363391876220703,
+                0.01838591957092285,
+                0.018364479064941406,
+                0.01834796714782715,
+                0.018747392654418944,
+                0.01855897521972656,
+                0.018431999206542968,
+                0.01841766357421875,
+                0.018370559692382812,
+                0.018566144943237304,
+                0.018396160125732423,
+                0.018457599639892578,
+                0.018388992309570314,
+                0.01839308738708496,
+                0.01841459274291992,
+                0.018473983764648438,
+                0.01839411163330078,
+                0.018568191528320312,
+                0.018387968063354493,
+                0.018367488861083983,
+                0.018498559951782227,
+                0.018359296798706053,
+                0.01863680076599121,
+                0.018550783157348632,
+                0.018405376434326173,
+                0.018397184371948243,
+                0.018358272552490236,
+                0.018214912414550782,
+                0.018267135620117187,
+                0.01847500801086426,
+                0.018592767715454102,
+                0.018502656936645507,
+                0.018395135879516602,
+                0.01847091293334961,
+                0.018511871337890624,
+                0.018420736312866212,
+                0.018447359085083007,
+                0.01843507194519043,
+                0.01840640068054199,
+                0.018421760559082033,
+                0.018355199813842774,
+                0.018381824493408205,
+                0.018340864181518556,
+                0.019243104934692383,
+                0.0194169921875,
+                0.01925836753845215,
+                0.01939455986022949,
+                0.019327999114990235,
+                0.01939059257507324,
+                0.03963584136962891,
+                0.018341888427734376,
+                0.01838387107849121,
+                0.018378751754760742,
+                0.01824460792541504,
+                0.01845145606994629,
+                0.018344959259033202,
+                0.018326528549194337,
+                0.0182794246673584,
+                0.01888768005371094,
+                0.01842585563659668,
+                0.01846067237854004,
+                0.018307071685791015,
+                0.018363391876220703,
+                0.018397184371948243,
+                0.018353151321411132,
+                0.01835212707519531,
+                0.019808256149291992,
+                0.019335168838500977,
+                0.019187711715698243,
+                0.019314687728881837,
+                0.018373632431030275,
+                0.018276351928710938,
+                0.018357248306274415,
+                0.018283519744873047,
+                0.018300928115844727,
+                0.018329599380493163,
+                0.018327743530273437,
+                0.018350912094116212,
+                0.018306047439575195,
+                0.018303071975708008,
+                0.018447263717651367,
+                0.018693119049072265,
+                0.019611648559570313,
+                0.019537919998168944,
+                0.019283967971801756,
+                0.019288063049316406,
+                0.0192675838470459,
+                0.019344383239746094,
+                0.01920204734802246,
+                0.019191808700561523,
+                0.018300928115844727,
+                0.018276384353637695,
+                0.01827734375,
+                0.018249727249145507,
+                0.018265087127685545,
+                0.01829478454589844,
+                0.01926144027709961,
+                0.019195903778076173,
+                0.01841459274291992,
+                0.019406848907470704,
+                0.019317760467529296,
+                0.01943142318725586,
+                0.019363840103149413,
+                0.01924812889099121,
+                0.019401727676391603,
+                0.01927884864807129,
+                0.019342336654663086,
+                0.01943142318725586,
+                0.018487295150756835,
+                0.01846784019470215,
+                0.018463743209838866,
+                0.01985024070739746,
+                0.018431999206542968,
+                0.01843404769897461,
+                0.018489343643188477,
+                0.0186429443359375,
+                0.018515968322753908,
+                0.01839411163330078,
+                0.018501632690429686,
+                0.018431999206542968,
+                0.01841766357421875,
+                0.018515968322753908,
+                0.018423807144165038,
+                0.0184453125,
+                0.018361343383789062,
+                0.01882111930847168,
+                0.01923891258239746,
+                0.01923993682861328,
+                0.019495935440063478,
+                0.019330047607421876,
+                0.01843916893005371,
+                0.01843507194519043,
+                0.01846272087097168,
+                0.01835212707519531,
+                0.01823027229309082,
+                0.019567615509033204,
+                0.019449855804443358,
+                0.019401727676391603,
+                0.019474431991577147,
+                0.019312639236450196,
+                0.018611200332641603,
+                0.01844633674621582,
+                0.018563072204589845,
+                0.018440191268920898,
+                0.018503679275512695,
+                0.01846681594848633,
+                0.018573312759399413,
+                0.018572288513183592,
+                0.018191360473632814,
+                0.018242559432983398,
+                0.01829478454589844,
+                0.01825279998779297,
+                0.01840742492675781,
+                0.01824870491027832,
+                0.018250751495361327,
+                0.018267135620117187,
+                0.018421760559082033,
+                0.01846886444091797,
+                0.019308544158935546,
+                0.01842585563659668,
+                0.01844131278991699,
+                0.018512800216674806,
+                0.018544639587402344,
+                0.01845145606994629,
+                0.018776063919067384,
+                0.018562047958374024,
+                0.018267135620117187,
+                0.018158592224121094,
+                0.01924300765991211,
+                0.01923174476623535,
+                0.01859993553161621,
+                0.018481151580810547,
+                0.01840230369567871,
+                0.0185743350982666,
+                0.018527231216430663,
+                0.01839206314086914
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 52.97239867232251
+        },
+        "energy": null,
+        "efficiency": null
+    }
+}

2024-06-16/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/summary.json

@@ -0,0 +1,13 @@
+{
+    "model": "google/gemma-2b",
+    "commit": "eed9ed679878ada2f6d2eefccdbda368cabc88b1",
+    "config": "backend.cache_implementation=null,backend.torch_compile=False",
+    "metrics": {
+        "prefill.latency.mean": 0.022729344367980957,
+        "prefill.throughput.value": 307.9719276839752,
+        "decode.latency.mean": 2.3878223876953126,
+        "decode.throughput.value": 53.186535420072985,
+        "per_token.latency.mean": 0.018877755681516624,
+        "per_token.throughput.value": 52.97239867232251
+    }
+}

2024-06-16/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1/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: eed9ed679878ada2f6d2eefccdbda368cabc88b1
+  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

2024-06-16/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmpfrzfx6p6/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmpfrzfx6p6/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmpfrzfx6p6/commit\=eed9ed679878ada2f6d2eefccdbda368cabc88b1
+    - hydra.run.dir=_benchmark/tmpfrzfx6p6/commit\=eed9ed679878ada2f6d2eefccdbda368cabc88b1/${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/tmpfrzfx6p6/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1/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

2024-06-16/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1/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

2024-06-16/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark.log

@@ -0,0 +1 @@
+[ISOLATED-PROCESS][2024-06-16 02:35:22,006][process][ERROR] - 	+ Sending traceback to main process

2024-06-16/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1/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": "eed9ed679878ada2f6d2eefccdbda368cabc88b1",
+        "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
+    }
+}

2024-06-16/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1/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: eed9ed679878ada2f6d2eefccdbda368cabc88b1
+  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

2024-06-16/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmpfrzfx6p6/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmpfrzfx6p6/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmpfrzfx6p6/commit\=eed9ed679878ada2f6d2eefccdbda368cabc88b1
+    - hydra.run.dir=_benchmark/tmpfrzfx6p6/commit\=eed9ed679878ada2f6d2eefccdbda368cabc88b1/${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/tmpfrzfx6p6/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1/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

2024-06-16/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1/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

2024-06-16/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1/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": "eed9ed679878ada2f6d2eefccdbda368cabc88b1",
+            "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": 1754.312704,
+                "max_global_vram": 6793.199616,
+                "max_process_vram": 0.0,
+                "max_reserved": 6146.752512,
+                "max_allocated": 5036.936192
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 0.04457942390441895,
+                "mean": 0.022289711952209475,
+                "stdev": 0.0002221593856811515,
+                "p50": 0.022289711952209475,
+                "p90": 0.022467439460754395,
+                "p95": 0.02248965539932251,
+                "p99": 0.022507428150177002,
+                "values": [
+                    0.02206755256652832,
+                    0.022511871337890624
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 314.04622971388926
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "decode": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1754.329088,
+                "max_global_vram": 6793.199616,
+                "max_process_vram": 0.0,
+                "max_reserved": 6146.752512,
+                "max_allocated": 5036.936704
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 5.197515380859375,
+                "mean": 2.5987576904296876,
+                "stdev": 0.01779040527343745,
+                "p50": 2.5987576904296876,
+                "p90": 2.6129900146484375,
+                "p95": 2.614769055175781,
+                "p99": 2.616192287597656,
+                "values": [
+                    2.616548095703125,
+                    2.58096728515625
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 48.86950425108752
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "per_token": {
+            "memory": null,
+            "latency": {
+                "unit": "s",
+                "count": 253,
+                "total": 5.199338497161862,
+                "mean": 0.020550745048070616,
+                "stdev": 0.001485052481425994,
+                "p50": 0.020602752685546875,
+                "p90": 0.020843519592285156,
+                "p95": 0.020971519470214844,
+                "p99": 0.021587354431152343,
+                "values": [
+                    0.022055936813354493,
+                    0.020694015502929687,
+                    0.019979263305664064,
+                    0.01990553665161133,
+                    0.02059775924682617,
+                    0.02082099151611328,
+                    0.02102579116821289,
+                    0.020137983322143553,
+                    0.019955711364746095,
+                    0.020600831985473633,
+                    0.020780031204223632,
+                    0.020686847686767578,
+                    0.02051584053039551,
+                    0.02040012741088867,
+                    0.020332544326782227,
+                    0.02021990394592285,
+                    0.020479999542236327,
+                    0.020752384185791017,
+                    0.02001919937133789,
+                    0.020717567443847656,
+                    0.021572608947753907,
+                    0.02086604881286621,
+                    0.019985408782958985,
+                    0.020007936477661133,
+                    0.019961856842041017,
+                    0.019961952209472656,
+                    0.019948448181152344,
+                    0.02004991912841797,
+                    0.019994623184204103,
+                    0.019919872283935547,
+                    0.02004275131225586,
+                    0.019975168228149414,
+                    0.020024320602416993,
+                    0.02005401611328125,
+                    0.02003865623474121,
+                    0.020445184707641603,
+                    0.021414911270141602,
+                    0.02069606399536133,
+                    0.020756479263305663,
+                    0.020145151138305666,
+                    0.02066022491455078,
+                    0.019916799545288084,
+                    0.020051967620849608,
+                    0.020001792907714845,
+                    0.019931135177612306,
+                    0.02084556770324707,
+                    0.020786176681518553,
+                    0.02085785675048828,
+                    0.021021696090698243,
+                    0.020971519470214844,
+                    0.02101043128967285,
+                    0.020937728881835937,
+                    0.02066329574584961,
+                    0.020626432418823244,
+                    0.020711423873901368,
+                    0.02061516761779785,
+                    0.020723712921142577,
+                    0.020716543197631835,
+                    0.02078108787536621,
+                    0.020603872299194335,
+                    0.020928512573242186,
+                    0.020752384185791017,
+                    0.020799488067626954,
+                    0.02058956718444824,
+                    0.02064896011352539,
+                    0.020700159072875975,
+                    0.020785152435302736,
+                    0.020585472106933594,
+                    0.02057318305969238,
+                    0.021061632156372072,
+                    0.02064793586730957,
+                    0.020445184707641603,
+                    0.0206878719329834,
+                    0.020585472106933594,
+                    0.020750335693359375,
+                    0.02064384078979492,
+                    0.02071244812011719,
+                    0.02065510368347168,
+                    0.0208353271484375,
+                    0.020971519470214844,
+                    0.02082508850097656,
+                    0.02084556770324707,
+                    0.020787200927734374,
+                    0.02068070411682129,
+                    0.020718591690063477,
+                    0.020758527755737305,
+                    0.02064384078979492,
+                    0.02066431999206543,
+                    0.020720640182495118,
+                    0.02058457565307617,
+                    0.020568960189819335,
+                    0.02066739273071289,
+                    0.020582399368286132,
+                    0.020653055191040038,
+                    0.020580352783203124,
+                    0.02030899238586426,
+                    0.020462591171264647,
+                    0.02067558479309082,
+                    0.020900863647460938,
+                    0.020586496353149415,
+                    0.02063871955871582,
+                    0.020588544845581053,
+                    0.020694015502929687,
+                    0.020793344497680662,
+                    0.020633600234985353,
+                    0.02063564872741699,
+                    0.020730880737304686,
+                    0.020717567443847656,
+                    0.020810752868652343,
+                    0.02064896011352539,
+                    0.020759552001953126,
+                    0.02069708824157715,
+                    0.020747264862060546,
+                    0.02064691162109375,
+                    0.020892704010009765,
+                    0.020643808364868163,
+                    0.020619264602661135,
+                    0.020603904724121092,
+                    0.020737024307250978,
+                    0.020754432678222655,
+                    0.021540864944458008,
+                    0.020923391342163086,
+                    0.020731903076171874,
+                    0.020741119384765624,
+                    0.020702207565307617,
+                    0.020647104263305665,
+                    0.04330271911621094,
+                    0.020743167877197266,
+                    0.02065715217590332,
+                    0.020685823440551757,
+                    0.02063974380493164,
+                    0.020798463821411133,
+                    0.02063667106628418,
+                    0.02064384078979492,
+                    0.020649984359741212,
+                    0.020937728881835937,
+                    0.020641792297363282,
+                    0.02062131118774414,
+                    0.020677631378173827,
+                    0.02062233543395996,
+                    0.020694015502929687,
+                    0.02067046356201172,
+                    0.020164608001708984,
+                    0.020331520080566406,
+                    0.020706304550170897,
+                    0.020956159591674805,
+                    0.020792320251464845,
+                    0.020684799194335936,
+                    0.0206561279296875,
+                    0.02088960075378418,
+                    0.021603328704833984,
+                    0.021173248291015623,
+                    0.02069811248779297,
+                    0.02063155174255371,
+                    0.020591615676879883,
+                    0.020577280044555665,
+                    0.020642816543579103,
+                    0.02067251205444336,
+                    0.020607999801635742,
+                    0.020642816543579103,
+                    0.02062950325012207,
+                    0.020586496353149415,
+                    0.020593664169311524,
+                    0.020596736907958983,
+                    0.020556800842285155,
+                    0.020550655364990233,
+                    0.02002022361755371,
+                    0.01993744087219238,
+                    0.019947359085083008,
+                    0.020017152786254884,
+                    0.019968191146850587,
+                    0.020066112518310548,
+                    0.02004172706604004,
+                    0.019969024658203126,
+                    0.019978239059448243,
+                    0.019927040100097656,
+                    0.019987455368041994,
+                    0.020668415069580077,
+                    0.02059775924682617,
+                    0.02081996726989746,
+                    0.020690944671630858,
+                    0.02069708824157715,
+                    0.020674560546875,
+                    0.020831232070922853,
+                    0.02067148780822754,
+                    0.02065407943725586,
+                    0.020797439575195312,
+                    0.020032512664794923,
+                    0.020057088851928712,
+                    0.020000768661499024,
+                    0.019999744415283204,
+                    0.020031648635864256,
+                    0.020076383590698244,
+                    0.020190208435058594,
+                    0.019983360290527344,
+                    0.020067327499389647,
+                    0.019992576599121094,
+                    0.020040704727172853,
+                    0.02002124786376953,
+                    0.020009983062744142,
+                    0.020000768661499024,
+                    0.02001203155517578,
+                    0.019979263305664064,
+                    0.019984384536743165,
+                    0.02002022361755371,
+                    0.019984384536743165,
+                    0.0200263671875,
+                    0.02006118392944336,
+                    0.020057088851928712,
+                    0.019961856842041017,
+                    0.020031488418579102,
+                    0.01999772834777832,
+                    0.020003807067871093,
+                    0.020040704727172853,
+                    0.0200130558013916,
+                    0.02006220817565918,
+                    0.019941375732421874,
+                    0.020133888244628906,
+                    0.020068351745605468,
+                    0.020110336303710938,
+                    0.019969024658203126,
+                    0.02001728057861328,
+                    0.019996639251708984,
+                    0.01997916793823242,
+                    0.019981439590454102,
+                    0.020602752685546875,
+                    0.020566015243530272,
+                    0.02006630325317383,
+                    0.019968000411987305,
+                    0.019971103668212892,
+                    0.019940319061279296,
+                    0.020173824310302735,
+                    0.02000486373901367,
+                    0.020015104293823242,
+                    0.019986431121826173,
+                    0.019958784103393554,
+                    0.019992576599121094,
+                    0.019978239059448243,
+                    0.019976192474365235,
+                    0.020053087234497072,
+                    0.02015635108947754,
+                    0.019811296463012697,
+                    0.019877887725830077,
+                    0.019956735610961913,
+                    0.019968000411987305,
+                    0.019945472717285157,
+                    0.02008883285522461,
+                    0.02126950454711914,
+                    0.02070425605773926,
+                    0.020592639923095703,
+                    0.02065510368347168,
+                    0.020610048294067384,
+                    0.020558847427368163
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 48.66003629848368
+            },
+            "energy": null,
+            "efficiency": null
+        }
+    }
+}

2024-06-16/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1/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": "eed9ed679878ada2f6d2eefccdbda368cabc88b1",
+        "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
+    }
+}

2024-06-16/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1/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": 1754.312704,
+            "max_global_vram": 6793.199616,
+            "max_process_vram": 0.0,
+            "max_reserved": 6146.752512,
+            "max_allocated": 5036.936192
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 0.04457942390441895,
+            "mean": 0.022289711952209475,
+            "stdev": 0.0002221593856811515,
+            "p50": 0.022289711952209475,
+            "p90": 0.022467439460754395,
+            "p95": 0.02248965539932251,
+            "p99": 0.022507428150177002,
+            "values": [
+                0.02206755256652832,
+                0.022511871337890624
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 314.04622971388926
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "decode": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1754.329088,
+            "max_global_vram": 6793.199616,
+            "max_process_vram": 0.0,
+            "max_reserved": 6146.752512,
+            "max_allocated": 5036.936704
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 5.197515380859375,
+            "mean": 2.5987576904296876,
+            "stdev": 0.01779040527343745,
+            "p50": 2.5987576904296876,
+            "p90": 2.6129900146484375,
+            "p95": 2.614769055175781,
+            "p99": 2.616192287597656,
+            "values": [
+                2.616548095703125,
+                2.58096728515625
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 48.86950425108752
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "per_token": {
+        "memory": null,
+        "latency": {
+            "unit": "s",
+            "count": 253,
+            "total": 5.199338497161862,
+            "mean": 0.020550745048070616,
+            "stdev": 0.001485052481425994,
+            "p50": 0.020602752685546875,
+            "p90": 0.020843519592285156,
+            "p95": 0.020971519470214844,
+            "p99": 0.021587354431152343,
+            "values": [
+                0.022055936813354493,
+                0.020694015502929687,
+                0.019979263305664064,
+                0.01990553665161133,
+                0.02059775924682617,
+                0.02082099151611328,
+                0.02102579116821289,
+                0.020137983322143553,
+                0.019955711364746095,
+                0.020600831985473633,
+                0.020780031204223632,
+                0.020686847686767578,
+                0.02051584053039551,
+                0.02040012741088867,
+                0.020332544326782227,
+                0.02021990394592285,
+                0.020479999542236327,
+                0.020752384185791017,
+                0.02001919937133789,
+                0.020717567443847656,
+                0.021572608947753907,
+                0.02086604881286621,
+                0.019985408782958985,
+                0.020007936477661133,
+                0.019961856842041017,
+                0.019961952209472656,
+                0.019948448181152344,
+                0.02004991912841797,
+                0.019994623184204103,
+                0.019919872283935547,
+                0.02004275131225586,
+                0.019975168228149414,
+                0.020024320602416993,
+                0.02005401611328125,
+                0.02003865623474121,
+                0.020445184707641603,
+                0.021414911270141602,
+                0.02069606399536133,
+                0.020756479263305663,
+                0.020145151138305666,
+                0.02066022491455078,
+                0.019916799545288084,
+                0.020051967620849608,
+                0.020001792907714845,
+                0.019931135177612306,
+                0.02084556770324707,
+                0.020786176681518553,
+                0.02085785675048828,
+                0.021021696090698243,
+                0.020971519470214844,
+                0.02101043128967285,
+                0.020937728881835937,
+                0.02066329574584961,
+                0.020626432418823244,
+                0.020711423873901368,
+                0.02061516761779785,
+                0.020723712921142577,
+                0.020716543197631835,
+                0.02078108787536621,
+                0.020603872299194335,
+                0.020928512573242186,
+                0.020752384185791017,
+                0.020799488067626954,
+                0.02058956718444824,
+                0.02064896011352539,
+                0.020700159072875975,
+                0.020785152435302736,
+                0.020585472106933594,
+                0.02057318305969238,
+                0.021061632156372072,
+                0.02064793586730957,
+                0.020445184707641603,
+                0.0206878719329834,
+                0.020585472106933594,
+                0.020750335693359375,
+                0.02064384078979492,
+                0.02071244812011719,
+                0.02065510368347168,
+                0.0208353271484375,
+                0.020971519470214844,
+                0.02082508850097656,
+                0.02084556770324707,
+                0.020787200927734374,
+                0.02068070411682129,
+                0.020718591690063477,
+                0.020758527755737305,
+                0.02064384078979492,
+                0.02066431999206543,
+                0.020720640182495118,
+                0.02058457565307617,
+                0.020568960189819335,
+                0.02066739273071289,
+                0.020582399368286132,
+                0.020653055191040038,
+                0.020580352783203124,
+                0.02030899238586426,
+                0.020462591171264647,
+                0.02067558479309082,
+                0.020900863647460938,
+                0.020586496353149415,
+                0.02063871955871582,
+                0.020588544845581053,
+                0.020694015502929687,
+                0.020793344497680662,
+                0.020633600234985353,
+                0.02063564872741699,
+                0.020730880737304686,
+                0.020717567443847656,
+                0.020810752868652343,
+                0.02064896011352539,
+                0.020759552001953126,
+                0.02069708824157715,
+                0.020747264862060546,
+                0.02064691162109375,
+                0.020892704010009765,
+                0.020643808364868163,
+                0.020619264602661135,
+                0.020603904724121092,
+                0.020737024307250978,
+                0.020754432678222655,
+                0.021540864944458008,
+                0.020923391342163086,
+                0.020731903076171874,
+                0.020741119384765624,
+                0.020702207565307617,
+                0.020647104263305665,
+                0.04330271911621094,
+                0.020743167877197266,
+                0.02065715217590332,
+                0.020685823440551757,
+                0.02063974380493164,
+                0.020798463821411133,
+                0.02063667106628418,
+                0.02064384078979492,
+                0.020649984359741212,
+                0.020937728881835937,
+                0.020641792297363282,
+                0.02062131118774414,
+                0.020677631378173827,
+                0.02062233543395996,
+                0.020694015502929687,
+                0.02067046356201172,
+                0.020164608001708984,
+                0.020331520080566406,
+                0.020706304550170897,
+                0.020956159591674805,
+                0.020792320251464845,
+                0.020684799194335936,
+                0.0206561279296875,
+                0.02088960075378418,
+                0.021603328704833984,
+                0.021173248291015623,
+                0.02069811248779297,
+                0.02063155174255371,
+                0.020591615676879883,
+                0.020577280044555665,
+                0.020642816543579103,
+                0.02067251205444336,
+                0.020607999801635742,
+                0.020642816543579103,
+                0.02062950325012207,
+                0.020586496353149415,
+                0.020593664169311524,
+                0.020596736907958983,
+                0.020556800842285155,
+                0.020550655364990233,
+                0.02002022361755371,
+                0.01993744087219238,
+                0.019947359085083008,
+                0.020017152786254884,
+                0.019968191146850587,
+                0.020066112518310548,
+                0.02004172706604004,
+                0.019969024658203126,
+                0.019978239059448243,
+                0.019927040100097656,
+                0.019987455368041994,
+                0.020668415069580077,
+                0.02059775924682617,
+                0.02081996726989746,
+                0.020690944671630858,
+                0.02069708824157715,
+                0.020674560546875,
+                0.020831232070922853,
+                0.02067148780822754,
+                0.02065407943725586,
+                0.020797439575195312,
+                0.020032512664794923,
+                0.020057088851928712,
+                0.020000768661499024,
+                0.019999744415283204,
+                0.020031648635864256,
+                0.020076383590698244,
+                0.020190208435058594,
+                0.019983360290527344,
+                0.020067327499389647,
+                0.019992576599121094,
+                0.020040704727172853,
+                0.02002124786376953,
+                0.020009983062744142,
+                0.020000768661499024,
+                0.02001203155517578,
+                0.019979263305664064,
+                0.019984384536743165,
+                0.02002022361755371,
+                0.019984384536743165,
+                0.0200263671875,
+                0.02006118392944336,
+                0.020057088851928712,
+                0.019961856842041017,
+                0.020031488418579102,
+                0.01999772834777832,
+                0.020003807067871093,
+                0.020040704727172853,
+                0.0200130558013916,
+                0.02006220817565918,
+                0.019941375732421874,
+                0.020133888244628906,
+                0.020068351745605468,
+                0.020110336303710938,
+                0.019969024658203126,
+                0.02001728057861328,
+                0.019996639251708984,
+                0.01997916793823242,
+                0.019981439590454102,
+                0.020602752685546875,
+                0.020566015243530272,
+                0.02006630325317383,
+                0.019968000411987305,
+                0.019971103668212892,
+                0.019940319061279296,
+                0.020173824310302735,
+                0.02000486373901367,
+                0.020015104293823242,
+                0.019986431121826173,
+                0.019958784103393554,
+                0.019992576599121094,
+                0.019978239059448243,
+                0.019976192474365235,
+                0.020053087234497072,
+                0.02015635108947754,
+                0.019811296463012697,
+                0.019877887725830077,
+                0.019956735610961913,
+                0.019968000411987305,
+                0.019945472717285157,
+                0.02008883285522461,
+                0.02126950454711914,
+                0.02070425605773926,
+                0.020592639923095703,
+                0.02065510368347168,
+                0.020610048294067384,
+                0.020558847427368163
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 48.66003629848368
+        },
+        "energy": null,
+        "efficiency": null
+    }
+}

2024-06-16/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/summary.json

@@ -0,0 +1,13 @@
+{
+    "model": "google/gemma-2b",
+    "commit": "eed9ed679878ada2f6d2eefccdbda368cabc88b1",
+    "config": "backend.cache_implementation=static,backend.torch_compile=False",
+    "metrics": {
+        "prefill.latency.mean": 0.022289711952209475,
+        "prefill.throughput.value": 314.04622971388926,
+        "decode.latency.mean": 2.5987576904296876,
+        "decode.throughput.value": 48.86950425108752,
+        "per_token.latency.mean": 0.020550745048070616,
+        "per_token.throughput.value": 48.66003629848368
+    }
+}

2024-06-16/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1/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: eed9ed679878ada2f6d2eefccdbda368cabc88b1
+  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

2024-06-16/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmpfrzfx6p6/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmpfrzfx6p6/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmpfrzfx6p6/commit\=eed9ed679878ada2f6d2eefccdbda368cabc88b1
+    - hydra.run.dir=_benchmark/tmpfrzfx6p6/commit\=eed9ed679878ada2f6d2eefccdbda368cabc88b1/${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/tmpfrzfx6p6/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1/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

2024-06-16/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1/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

2024-06-16/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1/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": "eed9ed679878ada2f6d2eefccdbda368cabc88b1",
+            "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": 1928.871936,
+                "max_global_vram": 6094.848,
+                "max_process_vram": 0.0,
+                "max_reserved": 5379.19488,
+                "max_allocated": 5021.251584
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 0.028069279670715333,
+                "mean": 0.014034639835357667,
+                "stdev": 0.00011380815505981478,
+                "p50": 0.014034639835357667,
+                "p90": 0.014125686359405518,
+                "p95": 0.014137067174911498,
+                "p99": 0.014146171827316284,
+                "values": [
+                    0.01414844799041748,
+                    0.013920831680297851
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 498.76591648364223
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "decode": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 2272.821248,
+                "max_global_vram": 8907.128832,
+                "max_process_vram": 0.0,
+                "max_reserved": 5379.19488,
+                "max_allocated": 5027.089408
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 3.1459737548828124,
+                "mean": 1.5729868774414062,
+                "stdev": 0.017520202636718718,
+                "p50": 1.5729868774414062,
+                "p90": 1.5870030395507813,
+                "p95": 1.588755059814453,
+                "p99": 1.5901566760253905,
+                "values": [
+                    1.590507080078125,
+                    1.5554666748046875
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 80.73811792160406
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "per_token": {
+            "memory": null,
+            "latency": {
+                "unit": "s",
+                "count": 253,
+                "total": 3.146998783111571,
+                "mean": 0.012438730368029931,
+                "stdev": 0.0009024142000934347,
+                "p50": 0.01226035213470459,
+                "p90": 0.012727705764770508,
+                "p95": 0.012750642967224122,
+                "p99": 0.012817571563720704,
+                "values": [
+                    0.012702848434448242,
+                    0.01272000026702881,
+                    0.01273855972290039,
+                    0.012786687850952149,
+                    0.01268019199371338,
+                    0.01277337646484375,
+                    0.012697600364685058,
+                    0.01276518440246582,
+                    0.012718079566955566,
+                    0.012714079856872559,
+                    0.012702624320983886,
+                    0.012748991966247559,
+                    0.012663616180419921,
+                    0.012716032028198243,
+                    0.012667903900146485,
+                    0.012751872062683106,
+                    0.012678144454956054,
+                    0.012725248336791992,
+                    0.012710911750793457,
+                    0.012755999565124512,
+                    0.012680159568786622,
+                    0.012722175598144531,
+                    0.012695551872253418,
+                    0.012761088371276855,
+                    0.01266585636138916,
+                    0.012809215545654297,
+                    0.012719103813171387,
+                    0.01274060821533203,
+                    0.012686528205871583,
+                    0.012731200218200683,
+                    0.01267404842376709,
+                    0.012793855667114258,
+                    0.012689408302307128,
+                    0.012774399757385254,
+                    0.012735487937927246,
+                    0.012826623916625977,
+                    0.012563455581665038,
+                    0.012733440399169921,
+                    0.012717056274414062,
+                    0.012746848106384278,
+                    0.012685215950012207,
+                    0.012676095962524414,
+                    0.012676095962524414,
+                    0.012728320121765137,
+                    0.012695551872253418,
+                    0.012716032028198243,
+                    0.012670975685119629,
+                    0.01273855972290039,
+                    0.01268019199371338,
+                    0.012930047988891602,
+                    0.012720128059387208,
+                    0.012720128059387208,
+                    0.012700672149658204,
+                    0.012706815719604492,
+                    0.01265561580657959,
+                    0.01273036766052246,
+                    0.012693504333496093,
+                    0.012698623657226562,
+                    0.012654591560363769,
+                    0.012670975685119629,
+                    0.012711935997009278,
+                    0.012749823570251465,
+                    0.012804096221923827,
+                    0.012733440399169921,
+                    0.012725248336791992,
+                    0.01273036766052246,
+                    0.012526592254638673,
+                    0.012608511924743653,
+                    0.012646400451660156,
+                    0.012578816413879394,
+                    0.012279808044433594,
+                    0.012463104248046876,
+                    0.012502016067504883,
+                    0.012577792167663575,
+                    0.01263923168182373,
+                    0.012444671630859374,
+                    0.012281951904296875,
+                    0.012396448135375977,
+                    0.012320768356323243,
+                    0.012432383537292481,
+                    0.012286975860595703,
+                    0.012257280349731446,
+                    0.012223487854003906,
+                    0.012266688346862793,
+                    0.012239680290222169,
+                    0.012272640228271485,
+                    0.012215295791625976,
+                    0.012274687767028808,
+                    0.012215295791625976,
+                    0.01226035213470459,
+                    0.012224512100219726,
+                    0.012255231857299804,
+                    0.012220416069030762,
+                    0.012255231857299804,
+                    0.012224512100219726,
+                    0.012290047645568849,
+                    0.012247039794921874,
+                    0.012259327888488769,
+                    0.012212224006652832,
+                    0.012254207611083985,
+                    0.012223487854003906,
+                    0.01226035213470459,
+                    0.012217344284057617,
+                    0.012273664474487305,
+                    0.012238847732543945,
+                    0.012257280349731446,
+                    0.012231679916381836,
+                    0.012339200019836426,
+                    0.01223475170135498,
+                    0.012254207611083985,
+                    0.012225536346435547,
+                    0.01227673625946045,
+                    0.012232704162597656,
+                    0.012256256103515625,
+                    0.012223487854003906,
+                    0.012259327888488769,
+                    0.012220416069030762,
+                    0.012266495704650878,
+                    0.012229632377624512,
+                    0.012267519950866699,
+                    0.01222758388519287,
+                    0.01225011157989502,
+                    0.01221939182281494,
+                    0.012266495704650878,
+                    0.012230655670166016,
+                    0.01225830364227295,
+                    0.02636595153808594,
+                    0.012233728408813477,
+                    0.012281855583190919,
+                    0.012228608131408691,
+                    0.012257280349731446,
+                    0.012213248252868653,
+                    0.01226137638092041,
+                    0.012241920471191407,
+                    0.01226035213470459,
+                    0.01224396800994873,
+                    0.012295167922973632,
+                    0.012223487854003906,
+                    0.012262399673461915,
+                    0.012223487854003906,
+                    0.012273664474487305,
+                    0.012224512100219726,
+                    0.012255231857299804,
+                    0.012224512100219726,
+                    0.01232588768005371,
+                    0.012223487854003906,
+                    0.012257280349731446,
+                    0.012220416069030762,
+                    0.012271615982055664,
+                    0.012215295791625976,
+                    0.012345343589782716,
+                    0.012232704162597656,
+                    0.012265472412109376,
+                    0.012230655670166016,
+                    0.012257280349731446,
+                    0.012215295791625976,
+                    0.01225216007232666,
+                    0.012212224006652832,
+                    0.012275712013244629,
+                    0.012225536346435547,
+                    0.012267519950866699,
+                    0.012218367576599122,
+                    0.012272640228271485,
+                    0.012213248252868653,
+                    0.01225113582611084,
+                    0.012216320037841797,
+                    0.01225113582611084,
+                    0.012238847732543945,
+                    0.012271615982055664,
+                    0.012209152221679688,
+                    0.01226854419708252,
+                    0.012216320037841797,
+                    0.012274687767028808,
+                    0.012232704162597656,
+                    0.012247039794921874,
+                    0.012209152221679688,
+                    0.01225830364227295,
+                    0.012216320037841797,
+                    0.012275712013244629,
+                    0.012215295791625976,
+                    0.01225113582611084,
+                    0.012225536346435547,
+                    0.012255231857299804,
+                    0.012211199760437011,
+                    0.012281855583190919,
+                    0.012246015548706055,
+                    0.012257280349731446,
+                    0.01222758388519287,
+                    0.012254207611083985,
+                    0.012231679916381836,
+                    0.012247039794921874,
+                    0.012204031944274902,
+                    0.012264448165893555,
+                    0.012353535652160644,
+                    0.012257280349731446,
+                    0.01221939182281494,
+                    0.012254207611083985,
+                    0.012217344284057617,
+                    0.01225113582611084,
+                    0.012236800193786621,
+                    0.012274687767028808,
+                    0.012229632377624512,
+                    0.012255231857299804,
+                    0.012215295791625976,
+                    0.012256256103515625,
+                    0.012208127975463867,
+                    0.012289024353027344,
+                    0.012213248252868653,
+                    0.012264448165893555,
+                    0.012249088287353516,
+                    0.01226137638092041,
+                    0.012240896224975586,
+                    0.01225113582611084,
+                    0.012221440315246582,
+                    0.01225113582611084,
+                    0.012217344284057617,
+                    0.012278783798217773,
+                    0.0122357759475708,
+                    0.01225113582611084,
+                    0.012229632377624512,
+                    0.012264448165893555,
+                    0.01222662353515625,
+                    0.012264384269714355,
+                    0.012211199760437011,
+                    0.012344320297241211,
+                    0.01224396800994873,
+                    0.012275712013244629,
+                    0.012233728408813477,
+                    0.012266495704650878,
+                    0.012211199760437011,
+                    0.01225011157989502,
+                    0.012208127975463867,
+                    0.012281855583190919,
+                    0.012225536346435547,
+                    0.012249088287353516,
+                    0.012204031944274902,
+                    0.012247039794921874,
+                    0.012239871978759765,
+                    0.01226956844329834,
+                    0.0122357759475708,
+                    0.012249088287353516,
+                    0.012239871978759765,
+                    0.012267519950866699,
+                    0.012215295791625976,
+                    0.012256256103515625,
+                    0.012211199760437011,
+                    0.01225216007232666,
+                    0.012231679916381836,
+                    0.01225830364227295,
+                    0.01223475170135498,
+                    0.012279808044433594,
+                    0.012216320037841797,
+                    0.012289024353027344
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 80.39405714350104
+            },
+            "energy": null,
+            "efficiency": null
+        }
+    }
+}

2024-06-16/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1/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": "eed9ed679878ada2f6d2eefccdbda368cabc88b1",
+        "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
+    }
+}

2024-06-16/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1/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": 1928.871936,
+            "max_global_vram": 6094.848,
+            "max_process_vram": 0.0,
+            "max_reserved": 5379.19488,
+            "max_allocated": 5021.251584
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 0.028069279670715333,
+            "mean": 0.014034639835357667,
+            "stdev": 0.00011380815505981478,
+            "p50": 0.014034639835357667,
+            "p90": 0.014125686359405518,
+            "p95": 0.014137067174911498,
+            "p99": 0.014146171827316284,
+            "values": [
+                0.01414844799041748,
+                0.013920831680297851
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 498.76591648364223
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "decode": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 2272.821248,
+            "max_global_vram": 8907.128832,
+            "max_process_vram": 0.0,
+            "max_reserved": 5379.19488,
+            "max_allocated": 5027.089408
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 3.1459737548828124,
+            "mean": 1.5729868774414062,
+            "stdev": 0.017520202636718718,
+            "p50": 1.5729868774414062,
+            "p90": 1.5870030395507813,
+            "p95": 1.588755059814453,
+            "p99": 1.5901566760253905,
+            "values": [
+                1.590507080078125,
+                1.5554666748046875
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 80.73811792160406
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "per_token": {
+        "memory": null,
+        "latency": {
+            "unit": "s",
+            "count": 253,
+            "total": 3.146998783111571,
+            "mean": 0.012438730368029931,
+            "stdev": 0.0009024142000934347,
+            "p50": 0.01226035213470459,
+            "p90": 0.012727705764770508,
+            "p95": 0.012750642967224122,
+            "p99": 0.012817571563720704,
+            "values": [
+                0.012702848434448242,
+                0.01272000026702881,
+                0.01273855972290039,
+                0.012786687850952149,
+                0.01268019199371338,
+                0.01277337646484375,
+                0.012697600364685058,
+                0.01276518440246582,
+                0.012718079566955566,
+                0.012714079856872559,
+                0.012702624320983886,
+                0.012748991966247559,
+                0.012663616180419921,
+                0.012716032028198243,
+                0.012667903900146485,
+                0.012751872062683106,
+                0.012678144454956054,
+                0.012725248336791992,
+                0.012710911750793457,
+                0.012755999565124512,
+                0.012680159568786622,
+                0.012722175598144531,
+                0.012695551872253418,
+                0.012761088371276855,
+                0.01266585636138916,
+                0.012809215545654297,
+                0.012719103813171387,
+                0.01274060821533203,
+                0.012686528205871583,
+                0.012731200218200683,
+                0.01267404842376709,
+                0.012793855667114258,
+                0.012689408302307128,
+                0.012774399757385254,
+                0.012735487937927246,
+                0.012826623916625977,
+                0.012563455581665038,
+                0.012733440399169921,
+                0.012717056274414062,
+                0.012746848106384278,
+                0.012685215950012207,
+                0.012676095962524414,
+                0.012676095962524414,
+                0.012728320121765137,
+                0.012695551872253418,
+                0.012716032028198243,
+                0.012670975685119629,
+                0.01273855972290039,
+                0.01268019199371338,
+                0.012930047988891602,
+                0.012720128059387208,
+                0.012720128059387208,
+                0.012700672149658204,
+                0.012706815719604492,
+                0.01265561580657959,
+                0.01273036766052246,
+                0.012693504333496093,
+                0.012698623657226562,
+                0.012654591560363769,
+                0.012670975685119629,
+                0.012711935997009278,
+                0.012749823570251465,
+                0.012804096221923827,
+                0.012733440399169921,
+                0.012725248336791992,
+                0.01273036766052246,
+                0.012526592254638673,
+                0.012608511924743653,
+                0.012646400451660156,
+                0.012578816413879394,
+                0.012279808044433594,
+                0.012463104248046876,
+                0.012502016067504883,
+                0.012577792167663575,
+                0.01263923168182373,
+                0.012444671630859374,
+                0.012281951904296875,
+                0.012396448135375977,
+                0.012320768356323243,
+                0.012432383537292481,
+                0.012286975860595703,
+                0.012257280349731446,
+                0.012223487854003906,
+                0.012266688346862793,
+                0.012239680290222169,
+                0.012272640228271485,
+                0.012215295791625976,
+                0.012274687767028808,
+                0.012215295791625976,
+                0.01226035213470459,
+                0.012224512100219726,
+                0.012255231857299804,
+                0.012220416069030762,
+                0.012255231857299804,
+                0.012224512100219726,
+                0.012290047645568849,
+                0.012247039794921874,
+                0.012259327888488769,
+                0.012212224006652832,
+                0.012254207611083985,
+                0.012223487854003906,
+                0.01226035213470459,
+                0.012217344284057617,
+                0.012273664474487305,
+                0.012238847732543945,
+                0.012257280349731446,
+                0.012231679916381836,
+                0.012339200019836426,
+                0.01223475170135498,
+                0.012254207611083985,
+                0.012225536346435547,
+                0.01227673625946045,
+                0.012232704162597656,
+                0.012256256103515625,
+                0.012223487854003906,
+                0.012259327888488769,
+                0.012220416069030762,
+                0.012266495704650878,
+                0.012229632377624512,
+                0.012267519950866699,
+                0.01222758388519287,
+                0.01225011157989502,
+                0.01221939182281494,
+                0.012266495704650878,
+                0.012230655670166016,
+                0.01225830364227295,
+                0.02636595153808594,
+                0.012233728408813477,
+                0.012281855583190919,
+                0.012228608131408691,
+                0.012257280349731446,
+                0.012213248252868653,
+                0.01226137638092041,
+                0.012241920471191407,
+                0.01226035213470459,
+                0.01224396800994873,
+                0.012295167922973632,
+                0.012223487854003906,
+                0.012262399673461915,
+                0.012223487854003906,
+                0.012273664474487305,
+                0.012224512100219726,
+                0.012255231857299804,
+                0.012224512100219726,
+                0.01232588768005371,
+                0.012223487854003906,
+                0.012257280349731446,
+                0.012220416069030762,
+                0.012271615982055664,
+                0.012215295791625976,
+                0.012345343589782716,
+                0.012232704162597656,
+                0.012265472412109376,
+                0.012230655670166016,
+                0.012257280349731446,
+                0.012215295791625976,
+                0.01225216007232666,
+                0.012212224006652832,
+                0.012275712013244629,
+                0.012225536346435547,
+                0.012267519950866699,
+                0.012218367576599122,
+                0.012272640228271485,
+                0.012213248252868653,
+                0.01225113582611084,
+                0.012216320037841797,
+                0.01225113582611084,
+                0.012238847732543945,
+                0.012271615982055664,
+                0.012209152221679688,
+                0.01226854419708252,
+                0.012216320037841797,
+                0.012274687767028808,
+                0.012232704162597656,
+                0.012247039794921874,
+                0.012209152221679688,
+                0.01225830364227295,
+                0.012216320037841797,
+                0.012275712013244629,
+                0.012215295791625976,
+                0.01225113582611084,
+                0.012225536346435547,
+                0.012255231857299804,
+                0.012211199760437011,
+                0.012281855583190919,
+                0.012246015548706055,
+                0.012257280349731446,
+                0.01222758388519287,
+                0.012254207611083985,
+                0.012231679916381836,
+                0.012247039794921874,
+                0.012204031944274902,
+                0.012264448165893555,
+                0.012353535652160644,
+                0.012257280349731446,
+                0.01221939182281494,
+                0.012254207611083985,
+                0.012217344284057617,
+                0.01225113582611084,
+                0.012236800193786621,
+                0.012274687767028808,
+                0.012229632377624512,
+                0.012255231857299804,
+                0.012215295791625976,
+                0.012256256103515625,
+                0.012208127975463867,
+                0.012289024353027344,
+                0.012213248252868653,
+                0.012264448165893555,
+                0.012249088287353516,
+                0.01226137638092041,
+                0.012240896224975586,
+                0.01225113582611084,
+                0.012221440315246582,
+                0.01225113582611084,
+                0.012217344284057617,
+                0.012278783798217773,
+                0.0122357759475708,
+                0.01225113582611084,
+                0.012229632377624512,
+                0.012264448165893555,
+                0.01222662353515625,
+                0.012264384269714355,
+                0.012211199760437011,
+                0.012344320297241211,
+                0.01224396800994873,
+                0.012275712013244629,
+                0.012233728408813477,
+                0.012266495704650878,
+                0.012211199760437011,
+                0.01225011157989502,
+                0.012208127975463867,
+                0.012281855583190919,
+                0.012225536346435547,
+                0.012249088287353516,
+                0.012204031944274902,
+                0.012247039794921874,
+                0.012239871978759765,
+                0.01226956844329834,
+                0.0122357759475708,
+                0.012249088287353516,
+                0.012239871978759765,
+                0.012267519950866699,
+                0.012215295791625976,
+                0.012256256103515625,
+                0.012211199760437011,
+                0.01225216007232666,
+                0.012231679916381836,
+                0.01225830364227295,
+                0.01223475170135498,
+                0.012279808044433594,
+                0.012216320037841797,
+                0.012289024353027344
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 80.39405714350104
+        },
+        "energy": null,
+        "efficiency": null
+    }
+}

2024-06-16/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/summary.json

@@ -0,0 +1,13 @@
+{
+    "model": "google/gemma-2b",
+    "commit": "eed9ed679878ada2f6d2eefccdbda368cabc88b1",
+    "config": "backend.cache_implementation=static,backend.torch_compile=True",
+    "metrics": {
+        "prefill.latency.mean": 0.014034639835357667,
+        "prefill.throughput.value": 498.76591648364223,
+        "decode.latency.mean": 1.5729868774414062,
+        "decode.throughput.value": 80.73811792160406,
+        "per_token.latency.mean": 0.012438730368029931,
+        "per_token.throughput.value": 80.39405714350104
+    }
+}

2024-06-16/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1/multirun.yaml

@@ -0,0 +1,232 @@
+hydra:
+  run:
+    dir: _benchmark/tmpfrzfx6p6/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmpfrzfx6p6/commit=eed9ed679878ada2f6d2eefccdbda368cabc88b1
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmpfrzfx6p6/commit\=eed9ed679878ada2f6d2eefccdbda368cabc88b1
+    - hydra.run.dir=_benchmark/tmpfrzfx6p6/commit\=eed9ed679878ada2f6d2eefccdbda368cabc88b1/${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: eed9ed679878ada2f6d2eefccdbda368cabc88b1
+  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

2024-06-16/summaries.json

@@ -0,0 +1,41 @@
+[
+    {
+        "model": "google/gemma-2b",
+        "commit": "eed9ed679878ada2f6d2eefccdbda368cabc88b1",
+        "config": "backend.cache_implementation=null,backend.torch_compile=False",
+        "metrics": {
+            "prefill.latency.mean": 0.022729344367980957,
+            "prefill.throughput.value": 307.9719276839752,
+            "decode.latency.mean": 2.3878223876953126,
+            "decode.throughput.value": 53.186535420072985,
+            "per_token.latency.mean": 0.018877755681516624,
+            "per_token.throughput.value": 52.97239867232251
+        }
+    },
+    {
+        "model": "google/gemma-2b",
+        "commit": "eed9ed679878ada2f6d2eefccdbda368cabc88b1",
+        "config": "backend.cache_implementation=static,backend.torch_compile=False",
+        "metrics": {
+            "prefill.latency.mean": 0.022289711952209475,
+            "prefill.throughput.value": 314.04622971388926,
+            "decode.latency.mean": 2.5987576904296876,
+            "decode.throughput.value": 48.86950425108752,
+            "per_token.latency.mean": 0.020550745048070616,
+            "per_token.throughput.value": 48.66003629848368
+        }
+    },
+    {
+        "model": "google/gemma-2b",
+        "commit": "eed9ed679878ada2f6d2eefccdbda368cabc88b1",
+        "config": "backend.cache_implementation=static,backend.torch_compile=True",
+        "metrics": {
+            "prefill.latency.mean": 0.014034639835357667,
+            "prefill.throughput.value": 498.76591648364223,
+            "decode.latency.mean": 1.5729868774414062,
+            "decode.throughput.value": 80.73811792160406,
+            "per_token.latency.mean": 0.012438730368029931,
+            "per_token.throughput.value": 80.39405714350104
+        }
+    }
+]

2024-06-16/summary.json

@@ -0,0 +1,40 @@
+{
+    "google/gemma-2b": {
+        "backend.cache_implementation=null,backend.torch_compile=False": {
+            "eed9ed679878ada2f6d2eefccdbda368cabc88b1": {
+                "metrics": {
+                    "prefill.latency.mean": 0.022729344367980957,
+                    "prefill.throughput.value": 307.9719276839752,
+                    "decode.latency.mean": 2.3878223876953126,
+                    "decode.throughput.value": 53.186535420072985,
+                    "per_token.latency.mean": 0.018877755681516624,
+                    "per_token.throughput.value": 52.97239867232251
+                }
+            }
+        },
+        "backend.cache_implementation=static,backend.torch_compile=False": {
+            "eed9ed679878ada2f6d2eefccdbda368cabc88b1": {
+                "metrics": {
+                    "prefill.latency.mean": 0.022289711952209475,
+                    "prefill.throughput.value": 314.04622971388926,
+                    "decode.latency.mean": 2.5987576904296876,
+                    "decode.throughput.value": 48.86950425108752,
+                    "per_token.latency.mean": 0.020550745048070616,
+                    "per_token.throughput.value": 48.66003629848368
+                }
+            }
+        },
+        "backend.cache_implementation=static,backend.torch_compile=True": {
+            "eed9ed679878ada2f6d2eefccdbda368cabc88b1": {
+                "metrics": {
+                    "prefill.latency.mean": 0.014034639835357667,
+                    "prefill.throughput.value": 498.76591648364223,
+                    "decode.latency.mean": 1.5729868774414062,
+                    "decode.throughput.value": 80.73811792160406,
+                    "per_token.latency.mean": 0.012438730368029931,
+                    "per_token.throughput.value": 80.39405714350104
+                }
+            }
+        }
+    }
+}