Upload folder using huggingface_hub

2024-06-18/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab/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: 1f9387d33d40562add4be03176e22ddf9ed0d4ab
+  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

2024-06-18/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmpwhiv7qph/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmpwhiv7qph/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmpwhiv7qph/commit\=1f9387d33d40562add4be03176e22ddf9ed0d4ab
+    - hydra.run.dir=_benchmark/tmpwhiv7qph/commit\=1f9387d33d40562add4be03176e22ddf9ed0d4ab/${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/tmpwhiv7qph/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab/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

2024-06-18/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab/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

2024-06-18/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab/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": "1f9387d33d40562add4be03176e22ddf9ed0d4ab",
+            "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": 1703.108608,
+                "max_global_vram": 6793.199616,
+                "max_process_vram": 0.0,
+                "max_reserved": 6146.752512,
+                "max_allocated": 5034.576896
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 0.040391809463500974,
+                "mean": 0.020195904731750487,
+                "stdev": 0.00021494388580322286,
+                "p50": 0.020195904731750487,
+                "p90": 0.020367859840393066,
+                "p95": 0.02038935422897339,
+                "p99": 0.02040654973983765,
+                "values": [
+                    0.020410848617553712,
+                    0.019980960845947266
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 346.6049227789793
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "decode": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1703.133184,
+                "max_global_vram": 6795.296768,
+                "max_process_vram": 0.0,
+                "max_reserved": 6148.849664,
+                "max_allocated": 5034.577408
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 4.965553466796875,
+                "mean": 2.4827767333984374,
+                "stdev": 0.004357788085937564,
+                "p50": 2.4827767333984374,
+                "p90": 2.4862629638671874,
+                "p95": 2.4866987426757814,
+                "p99": 2.487047365722656,
+                "values": [
+                    2.487134521484375,
+                    2.4784189453125
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 51.15240460069954
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "per_token": {
+            "memory": null,
+            "latency": {
+                "unit": "s",
+                "count": 253,
+                "total": 4.96576103973389,
+                "mean": 0.01962751399104303,
+                "stdev": 0.0013041738213033095,
+                "p50": 0.019389440536499023,
+                "p90": 0.01999339599609375,
+                "p95": 0.020261888122558594,
+                "p99": 0.021379481277465813,
+                "values": [
+                    0.020296703338623046,
+                    0.020578304290771485,
+                    0.02011238479614258,
+                    0.019692575454711914,
+                    0.019745759963989258,
+                    0.020092927932739257,
+                    0.020971519470214844,
+                    0.019503103256225587,
+                    0.019568639755249022,
+                    0.019746816635131836,
+                    0.01982464027404785,
+                    0.01983283233642578,
+                    0.01965875244140625,
+                    0.01984819221496582,
+                    0.019843072891235353,
+                    0.019895296096801757,
+                    0.019891199111938478,
+                    0.019698688507080078,
+                    0.020231168746948244,
+                    0.020938751220703124,
+                    0.020586496353149415,
+                    0.019562496185302734,
+                    0.019715072631835938,
+                    0.02065920066833496,
+                    0.019637279510498047,
+                    0.0196157112121582,
+                    0.019705856323242187,
+                    0.019945472717285157,
+                    0.019993600845336915,
+                    0.019773439407348634,
+                    0.01990553665161133,
+                    0.019749887466430666,
+                    0.019619840621948242,
+                    0.019759103775024413,
+                    0.01985536003112793,
+                    0.019983360290527344,
+                    0.019501056671142578,
+                    0.01963724708557129,
+                    0.019588096618652344,
+                    0.019555391311645506,
+                    0.019599296569824218,
+                    0.01943244743347168,
+                    0.01962291145324707,
+                    0.019404800415039062,
+                    0.019534847259521485,
+                    0.019673088073730468,
+                    0.019701759338378907,
+                    0.020526079177856444,
+                    0.019294208526611328,
+                    0.01923993682861328,
+                    0.019194879531860352,
+                    0.01923891258239746,
+                    0.01922867202758789,
+                    0.01923379135131836,
+                    0.019698688507080078,
+                    0.019771392822265626,
+                    0.019955711364746095,
+                    0.019388416290283202,
+                    0.01938739204406738,
+                    0.019377151489257814,
+                    0.019337215423583985,
+                    0.019396608352661132,
+                    0.01942835235595703,
+                    0.01939455986022949,
+                    0.019406848907470704,
+                    0.019389440536499023,
+                    0.01944473648071289,
+                    0.01944371223449707,
+                    0.019345407485961915,
+                    0.019377151489257814,
+                    0.019335168838500977,
+                    0.019357696533203125,
+                    0.019322879791259767,
+                    0.019392511367797852,
+                    0.019359743118286133,
+                    0.019350528717041016,
+                    0.01938739204406738,
+                    0.019400703430175782,
+                    0.01942323112487793,
+                    0.019405824661254883,
+                    0.01940275192260742,
+                    0.019401727676391603,
+                    0.01939455986022949,
+                    0.019400703430175782,
+                    0.019391551971435547,
+                    0.020057024002075194,
+                    0.02003046417236328,
+                    0.019985408782958985,
+                    0.019367935180664063,
+                    0.019412992477416992,
+                    0.019375104904174805,
+                    0.019381248474121093,
+                    0.01941094398498535,
+                    0.0194334716796875,
+                    0.019366912841796875,
+                    0.019330047607421876,
+                    0.019364864349365234,
+                    0.019389440536499023,
+                    0.019325952529907226,
+                    0.019381248474121093,
+                    0.01940377616882324,
+                    0.019366912841796875,
+                    0.019363840103149413,
+                    0.019323904037475585,
+                    0.019281919479370118,
+                    0.01939558410644531,
+                    0.019327999114990235,
+                    0.019324928283691405,
+                    0.019373056411743163,
+                    0.01927987289428711,
+                    0.019324928283691405,
+                    0.019354623794555666,
+                    0.019348480224609374,
+                    0.019563520431518554,
+                    0.019322944641113282,
+                    0.019370943069458007,
+                    0.019330047607421876,
+                    0.019323904037475585,
+                    0.01939455986022949,
+                    0.019318784713745117,
+                    0.019329023361206055,
+                    0.01942425537109375,
+                    0.019300352096557616,
+                    0.019357696533203125,
+                    0.019319807052612305,
+                    0.019365888595581054,
+                    0.03931955337524414,
+                    0.01922764778137207,
+                    0.01942118453979492,
+                    0.01921843147277832,
+                    0.019183616638183593,
+                    0.019185663223266602,
+                    0.019180543899536134,
+                    0.01919385528564453,
+                    0.019150848388671874,
+                    0.02007040023803711,
+                    0.019870719909667968,
+                    0.01979801559448242,
+                    0.02006220817565918,
+                    0.01984716796875,
+                    0.01927168083190918,
+                    0.01923993682861328,
+                    0.01924608039855957,
+                    0.01923379135131836,
+                    0.01924924850463867,
+                    0.01921731185913086,
+                    0.01922662353515625,
+                    0.01920614433288574,
+                    0.01922662353515625,
+                    0.01927987289428711,
+                    0.01923891258239746,
+                    0.019186687469482423,
+                    0.01922969627380371,
+                    0.01923481559753418,
+                    0.019268608093261717,
+                    0.01923686408996582,
+                    0.01963724708557129,
+                    0.019776512145996093,
+                    0.01968332862854004,
+                    0.01925324821472168,
+                    0.01923583984375,
+                    0.01920921516418457,
+                    0.019171327590942384,
+                    0.01920204734802246,
+                    0.019215360641479492,
+                    0.019316736221313476,
+                    0.019801151275634764,
+                    0.01976927947998047,
+                    0.01927065658569336,
+                    0.019176448822021484,
+                    0.01926348876953125,
+                    0.019198976516723632,
+                    0.01918156814575195,
+                    0.019542015075683594,
+                    0.021728256225585937,
+                    0.02004582405090332,
+                    0.019795967102050782,
+                    0.019833856582641602,
+                    0.01987583923339844,
+                    0.0194150390625,
+                    0.01923174476623535,
+                    0.019200000762939453,
+                    0.019160064697265625,
+                    0.019355648040771483,
+                    0.01944780731201172,
+                    0.019380224227905272,
+                    0.019380224227905272,
+                    0.02046566390991211,
+                    0.020109312057495117,
+                    0.020239360809326173,
+                    0.019482624053955077,
+                    0.019389440536499023,
+                    0.019348480224609374,
+                    0.019374080657958984,
+                    0.019340288162231444,
+                    0.01935158348083496,
+                    0.019365856170654297,
+                    0.019322879791259767,
+                    0.0194201602935791,
+                    0.01941913604736328,
+                    0.019352575302124024,
+                    0.019404800415039062,
+                    0.019321855545043946,
+                    0.02105753517150879,
+                    0.02215936088562012,
+                    0.020127840042114258,
+                    0.019980192184448242,
+                    0.01999564743041992,
+                    0.019966976165771484,
+                    0.019919872283935547,
+                    0.019951616287231445,
+                    0.019928064346313477,
+                    0.019341312408447265,
+                    0.019376127243041993,
+                    0.019364864349365234,
+                    0.019319807052612305,
+                    0.019430400848388672,
+                    0.019356672286987304,
+                    0.019330047607421876,
+                    0.019331071853637697,
+                    0.019365888595581054,
+                    0.019517440795898438,
+                    0.019406848907470704,
+                    0.019340288162231444,
+                    0.019316736221313476,
+                    0.019323904037475585,
+                    0.019378175735473634,
+                    0.019331071853637697,
+                    0.019340288162231444,
+                    0.019339263916015623,
+                    0.019308544158935546,
+                    0.019333120346069335,
+                    0.01937919998168945,
+                    0.019356672286987304,
+                    0.019348480224609374,
+                    0.019347455978393553,
+                    0.019306495666503908,
+                    0.019325952529907226,
+                    0.020295679092407228,
+                    0.019983360290527344,
+                    0.019966976165771484,
+                    0.019597312927246095,
+                    0.019286016464233398,
+                    0.019324928283691405,
+                    0.019276800155639647,
+                    0.01957683181762695,
+                    0.019992576599121094,
+                    0.019956735610961913,
+                    0.019336191177368164,
+                    0.019315711975097655,
+                    0.019365888595581054,
+                    0.01947648048400879,
+                    0.01939967918395996
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 50.948887386163506
+            },
+            "energy": null,
+            "efficiency": null
+        }
+    }
+}

2024-06-18/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab/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": "1f9387d33d40562add4be03176e22ddf9ed0d4ab",
+        "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
+    }
+}

2024-06-18/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab/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": 1703.108608,
+            "max_global_vram": 6793.199616,
+            "max_process_vram": 0.0,
+            "max_reserved": 6146.752512,
+            "max_allocated": 5034.576896
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 0.040391809463500974,
+            "mean": 0.020195904731750487,
+            "stdev": 0.00021494388580322286,
+            "p50": 0.020195904731750487,
+            "p90": 0.020367859840393066,
+            "p95": 0.02038935422897339,
+            "p99": 0.02040654973983765,
+            "values": [
+                0.020410848617553712,
+                0.019980960845947266
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 346.6049227789793
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "decode": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1703.133184,
+            "max_global_vram": 6795.296768,
+            "max_process_vram": 0.0,
+            "max_reserved": 6148.849664,
+            "max_allocated": 5034.577408
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 4.965553466796875,
+            "mean": 2.4827767333984374,
+            "stdev": 0.004357788085937564,
+            "p50": 2.4827767333984374,
+            "p90": 2.4862629638671874,
+            "p95": 2.4866987426757814,
+            "p99": 2.487047365722656,
+            "values": [
+                2.487134521484375,
+                2.4784189453125
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 51.15240460069954
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "per_token": {
+        "memory": null,
+        "latency": {
+            "unit": "s",
+            "count": 253,
+            "total": 4.96576103973389,
+            "mean": 0.01962751399104303,
+            "stdev": 0.0013041738213033095,
+            "p50": 0.019389440536499023,
+            "p90": 0.01999339599609375,
+            "p95": 0.020261888122558594,
+            "p99": 0.021379481277465813,
+            "values": [
+                0.020296703338623046,
+                0.020578304290771485,
+                0.02011238479614258,
+                0.019692575454711914,
+                0.019745759963989258,
+                0.020092927932739257,
+                0.020971519470214844,
+                0.019503103256225587,
+                0.019568639755249022,
+                0.019746816635131836,
+                0.01982464027404785,
+                0.01983283233642578,
+                0.01965875244140625,
+                0.01984819221496582,
+                0.019843072891235353,
+                0.019895296096801757,
+                0.019891199111938478,
+                0.019698688507080078,
+                0.020231168746948244,
+                0.020938751220703124,
+                0.020586496353149415,
+                0.019562496185302734,
+                0.019715072631835938,
+                0.02065920066833496,
+                0.019637279510498047,
+                0.0196157112121582,
+                0.019705856323242187,
+                0.019945472717285157,
+                0.019993600845336915,
+                0.019773439407348634,
+                0.01990553665161133,
+                0.019749887466430666,
+                0.019619840621948242,
+                0.019759103775024413,
+                0.01985536003112793,
+                0.019983360290527344,
+                0.019501056671142578,
+                0.01963724708557129,
+                0.019588096618652344,
+                0.019555391311645506,
+                0.019599296569824218,
+                0.01943244743347168,
+                0.01962291145324707,
+                0.019404800415039062,
+                0.019534847259521485,
+                0.019673088073730468,
+                0.019701759338378907,
+                0.020526079177856444,
+                0.019294208526611328,
+                0.01923993682861328,
+                0.019194879531860352,
+                0.01923891258239746,
+                0.01922867202758789,
+                0.01923379135131836,
+                0.019698688507080078,
+                0.019771392822265626,
+                0.019955711364746095,
+                0.019388416290283202,
+                0.01938739204406738,
+                0.019377151489257814,
+                0.019337215423583985,
+                0.019396608352661132,
+                0.01942835235595703,
+                0.01939455986022949,
+                0.019406848907470704,
+                0.019389440536499023,
+                0.01944473648071289,
+                0.01944371223449707,
+                0.019345407485961915,
+                0.019377151489257814,
+                0.019335168838500977,
+                0.019357696533203125,
+                0.019322879791259767,
+                0.019392511367797852,
+                0.019359743118286133,
+                0.019350528717041016,
+                0.01938739204406738,
+                0.019400703430175782,
+                0.01942323112487793,
+                0.019405824661254883,
+                0.01940275192260742,
+                0.019401727676391603,
+                0.01939455986022949,
+                0.019400703430175782,
+                0.019391551971435547,
+                0.020057024002075194,
+                0.02003046417236328,
+                0.019985408782958985,
+                0.019367935180664063,
+                0.019412992477416992,
+                0.019375104904174805,
+                0.019381248474121093,
+                0.01941094398498535,
+                0.0194334716796875,
+                0.019366912841796875,
+                0.019330047607421876,
+                0.019364864349365234,
+                0.019389440536499023,
+                0.019325952529907226,
+                0.019381248474121093,
+                0.01940377616882324,
+                0.019366912841796875,
+                0.019363840103149413,
+                0.019323904037475585,
+                0.019281919479370118,
+                0.01939558410644531,
+                0.019327999114990235,
+                0.019324928283691405,
+                0.019373056411743163,
+                0.01927987289428711,
+                0.019324928283691405,
+                0.019354623794555666,
+                0.019348480224609374,
+                0.019563520431518554,
+                0.019322944641113282,
+                0.019370943069458007,
+                0.019330047607421876,
+                0.019323904037475585,
+                0.01939455986022949,
+                0.019318784713745117,
+                0.019329023361206055,
+                0.01942425537109375,
+                0.019300352096557616,
+                0.019357696533203125,
+                0.019319807052612305,
+                0.019365888595581054,
+                0.03931955337524414,
+                0.01922764778137207,
+                0.01942118453979492,
+                0.01921843147277832,
+                0.019183616638183593,
+                0.019185663223266602,
+                0.019180543899536134,
+                0.01919385528564453,
+                0.019150848388671874,
+                0.02007040023803711,
+                0.019870719909667968,
+                0.01979801559448242,
+                0.02006220817565918,
+                0.01984716796875,
+                0.01927168083190918,
+                0.01923993682861328,
+                0.01924608039855957,
+                0.01923379135131836,
+                0.01924924850463867,
+                0.01921731185913086,
+                0.01922662353515625,
+                0.01920614433288574,
+                0.01922662353515625,
+                0.01927987289428711,
+                0.01923891258239746,
+                0.019186687469482423,
+                0.01922969627380371,
+                0.01923481559753418,
+                0.019268608093261717,
+                0.01923686408996582,
+                0.01963724708557129,
+                0.019776512145996093,
+                0.01968332862854004,
+                0.01925324821472168,
+                0.01923583984375,
+                0.01920921516418457,
+                0.019171327590942384,
+                0.01920204734802246,
+                0.019215360641479492,
+                0.019316736221313476,
+                0.019801151275634764,
+                0.01976927947998047,
+                0.01927065658569336,
+                0.019176448822021484,
+                0.01926348876953125,
+                0.019198976516723632,
+                0.01918156814575195,
+                0.019542015075683594,
+                0.021728256225585937,
+                0.02004582405090332,
+                0.019795967102050782,
+                0.019833856582641602,
+                0.01987583923339844,
+                0.0194150390625,
+                0.01923174476623535,
+                0.019200000762939453,
+                0.019160064697265625,
+                0.019355648040771483,
+                0.01944780731201172,
+                0.019380224227905272,
+                0.019380224227905272,
+                0.02046566390991211,
+                0.020109312057495117,
+                0.020239360809326173,
+                0.019482624053955077,
+                0.019389440536499023,
+                0.019348480224609374,
+                0.019374080657958984,
+                0.019340288162231444,
+                0.01935158348083496,
+                0.019365856170654297,
+                0.019322879791259767,
+                0.0194201602935791,
+                0.01941913604736328,
+                0.019352575302124024,
+                0.019404800415039062,
+                0.019321855545043946,
+                0.02105753517150879,
+                0.02215936088562012,
+                0.020127840042114258,
+                0.019980192184448242,
+                0.01999564743041992,
+                0.019966976165771484,
+                0.019919872283935547,
+                0.019951616287231445,
+                0.019928064346313477,
+                0.019341312408447265,
+                0.019376127243041993,
+                0.019364864349365234,
+                0.019319807052612305,
+                0.019430400848388672,
+                0.019356672286987304,
+                0.019330047607421876,
+                0.019331071853637697,
+                0.019365888595581054,
+                0.019517440795898438,
+                0.019406848907470704,
+                0.019340288162231444,
+                0.019316736221313476,
+                0.019323904037475585,
+                0.019378175735473634,
+                0.019331071853637697,
+                0.019340288162231444,
+                0.019339263916015623,
+                0.019308544158935546,
+                0.019333120346069335,
+                0.01937919998168945,
+                0.019356672286987304,
+                0.019348480224609374,
+                0.019347455978393553,
+                0.019306495666503908,
+                0.019325952529907226,
+                0.020295679092407228,
+                0.019983360290527344,
+                0.019966976165771484,
+                0.019597312927246095,
+                0.019286016464233398,
+                0.019324928283691405,
+                0.019276800155639647,
+                0.01957683181762695,
+                0.019992576599121094,
+                0.019956735610961913,
+                0.019336191177368164,
+                0.019315711975097655,
+                0.019365888595581054,
+                0.01947648048400879,
+                0.01939967918395996
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 50.948887386163506
+        },
+        "energy": null,
+        "efficiency": null
+    }
+}

2024-06-18/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/summary.json

@@ -0,0 +1,13 @@
+{
+    "model": "google/gemma-2b",
+    "commit": "1f9387d33d40562add4be03176e22ddf9ed0d4ab",
+    "config": "backend.cache_implementation=null,backend.torch_compile=False",
+    "metrics": {
+        "prefill.latency.mean": 0.020195904731750487,
+        "prefill.throughput.value": 346.6049227789793,
+        "decode.latency.mean": 2.4827767333984374,
+        "decode.throughput.value": 51.15240460069954,
+        "per_token.latency.mean": 0.01962751399104303,
+        "per_token.throughput.value": 50.948887386163506
+    }
+}

2024-06-18/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab/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: 1f9387d33d40562add4be03176e22ddf9ed0d4ab
+  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

2024-06-18/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmpwhiv7qph/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmpwhiv7qph/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmpwhiv7qph/commit\=1f9387d33d40562add4be03176e22ddf9ed0d4ab
+    - hydra.run.dir=_benchmark/tmpwhiv7qph/commit\=1f9387d33d40562add4be03176e22ddf9ed0d4ab/${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/tmpwhiv7qph/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab/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

2024-06-18/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab/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

2024-06-18/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark.log

@@ -0,0 +1 @@
+[ISOLATED-PROCESS][2024-06-18 09:35:36,936][process][ERROR] - 	+ Sending traceback to main process

2024-06-18/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab/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": "1f9387d33d40562add4be03176e22ddf9ed0d4ab",
+        "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
+    }
+}

2024-06-18/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab/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: 1f9387d33d40562add4be03176e22ddf9ed0d4ab
+  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

2024-06-18/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmpwhiv7qph/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmpwhiv7qph/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmpwhiv7qph/commit\=1f9387d33d40562add4be03176e22ddf9ed0d4ab
+    - hydra.run.dir=_benchmark/tmpwhiv7qph/commit\=1f9387d33d40562add4be03176e22ddf9ed0d4ab/${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/tmpwhiv7qph/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab/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

2024-06-18/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab/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

2024-06-18/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab/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": "1f9387d33d40562add4be03176e22ddf9ed0d4ab",
+            "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": 1754.7264,
+                "max_global_vram": 6793.199616,
+                "max_process_vram": 0.0,
+                "max_reserved": 6146.752512,
+                "max_allocated": 5036.936192
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 0.04485519981384277,
+                "mean": 0.022427599906921385,
+                "stdev": 0.00027784061431884895,
+                "p50": 0.022427599906921385,
+                "p90": 0.022649872398376465,
+                "p95": 0.022677656459808352,
+                "p99": 0.022699883708953858,
+                "values": [
+                    0.022705440521240235,
+                    0.022149759292602537
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 312.11543049863883
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "decode": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1754.742784,
+                "max_global_vram": 6793.199616,
+                "max_process_vram": 0.0,
+                "max_reserved": 6146.752512,
+                "max_allocated": 5036.936704
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 5.274961181640625,
+                "mean": 2.6374805908203127,
+                "stdev": 0.016975708007812562,
+                "p50": 2.6374805908203127,
+                "p90": 2.6510611572265628,
+                "p95": 2.6527587280273437,
+                "p99": 2.654116784667969,
+                "values": [
+                    2.654456298828125,
+                    2.6205048828125
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 48.15201311509947
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "per_token": {
+            "memory": null,
+            "latency": {
+                "unit": "s",
+                "count": 253,
+                "total": 5.275982841491696,
+                "mean": 0.02085368712052055,
+                "stdev": 0.0014410282763780379,
+                "p50": 0.020489215850830078,
+                "p90": 0.021314968872070312,
+                "p95": 0.02168750076293945,
+                "p99": 0.022109265365600584,
+                "values": [
+                    0.022297599792480468,
+                    0.021916671752929686,
+                    0.021799936294555664,
+                    0.020986879348754883,
+                    0.021004287719726563,
+                    0.021412864685058593,
+                    0.021604352951049805,
+                    0.021583871841430666,
+                    0.02165247917175293,
+                    0.021147647857666017,
+                    0.02123673629760742,
+                    0.020816896438598635,
+                    0.021349376678466796,
+                    0.021180416107177736,
+                    0.021175296783447265,
+                    0.021507072448730468,
+                    0.021710847854614256,
+                    0.021765119552612306,
+                    0.020965375900268556,
+                    0.020768768310546876,
+                    0.02083839988708496,
+                    0.020907007217407226,
+                    0.02085273551940918,
+                    0.021319679260253906,
+                    0.021786624908447266,
+                    0.022098943710327147,
+                    0.022120447158813478,
+                    0.02100223922729492,
+                    0.021219327926635743,
+                    0.02103193664550781,
+                    0.020939775466918945,
+                    0.020918272018432618,
+                    0.021230592727661132,
+                    0.020766719818115235,
+                    0.020936704635620116,
+                    0.020884479522705078,
+                    0.02086502456665039,
+                    0.020864000320434572,
+                    0.020694015502929687,
+                    0.02167193603515625,
+                    0.021356544494628905,
+                    0.021963808059692384,
+                    0.02136675262451172,
+                    0.021989376068115234,
+                    0.02171392059326172,
+                    0.020816896438598635,
+                    0.02207027244567871,
+                    0.020412416458129884,
+                    0.020487167358398437,
+                    0.02036735916137695,
+                    0.020385791778564453,
+                    0.020322303771972656,
+                    0.020366336822509764,
+                    0.020414464950561522,
+                    0.02041548728942871,
+                    0.020986879348754883,
+                    0.020372480392456056,
+                    0.020354047775268554,
+                    0.020412416458129884,
+                    0.020374528884887694,
+                    0.020370431900024414,
+                    0.020373504638671876,
+                    0.020489215850830078,
+                    0.020543487548828124,
+                    0.02043391990661621,
+                    0.020410367965698242,
+                    0.020370431900024414,
+                    0.021352447509765626,
+                    0.02111692810058594,
+                    0.02108415985107422,
+                    0.020426752090454102,
+                    0.020824064254760744,
+                    0.020914176940917968,
+                    0.021113855361938477,
+                    0.021120000839233398,
+                    0.02040934371948242,
+                    0.020413440704345705,
+                    0.0204400634765625,
+                    0.020540416717529295,
+                    0.02041548728942871,
+                    0.02047590446472168,
+                    0.020389888763427736,
+                    0.0204400634765625,
+                    0.020377599716186523,
+                    0.020396032333374024,
+                    0.02037555122375488,
+                    0.020380672454833985,
+                    0.021156864166259767,
+                    0.02107494354248047,
+                    0.020445184707641603,
+                    0.02039091110229492,
+                    0.020356096267700196,
+                    0.021146623611450196,
+                    0.02109235191345215,
+                    0.02105241584777832,
+                    0.020406272888183592,
+                    0.02045644760131836,
+                    0.0204083194732666,
+                    0.020403200149536133,
+                    0.02039910316467285,
+                    0.020387872695922852,
+                    0.020429792404174803,
+                    0.02039091110229492,
+                    0.020361215591430663,
+                    0.020976640701293944,
+                    0.02045132827758789,
+                    0.02040729522705078,
+                    0.02039091110229492,
+                    0.02042265510559082,
+                    0.020402175903320312,
+                    0.020392959594726562,
+                    0.020751359939575196,
+                    0.021106687545776368,
+                    0.02107904052734375,
+                    0.02104832077026367,
+                    0.021081087112426757,
+                    0.021123071670532227,
+                    0.02106265640258789,
+                    0.021129215240478515,
+                    0.021019647598266602,
+                    0.02119478416442871,
+                    0.021093408584594728,
+                    0.02117932891845703,
+                    0.020737024307250978,
+                    0.02104319953918457,
+                    0.021046272277832033,
+                    0.042659839630126956,
+                    0.020451391220092773,
+                    0.02041644859313965,
+                    0.020469823837280274,
+                    0.020447168350219726,
+                    0.020958208084106447,
+                    0.020372480392456056,
+                    0.020392959594726562,
+                    0.020858879089355468,
+                    0.021296127319335938,
+                    0.02104934310913086,
+                    0.020427776336669923,
+                    0.020382720947265624,
+                    0.02102579116821289,
+                    0.021005311965942384,
+                    0.021028863906860353,
+                    0.020547584533691408,
+                    0.02069196891784668,
+                    0.02042572784423828,
+                    0.02043187141418457,
+                    0.020419584274291993,
+                    0.02068889617919922,
+                    0.02048828887939453,
+                    0.02042265510559082,
+                    0.020379552841186522,
+                    0.02063164710998535,
+                    0.02043791961669922,
+                    0.020403200149536133,
+                    0.0204400634765625,
+                    0.020444160461425782,
+                    0.02039910316467285,
+                    0.02040729522705078,
+                    0.02066329574584961,
+                    0.02124185562133789,
+                    0.02107494354248047,
+                    0.021015552520751952,
+                    0.020372480392456056,
+                    0.02086604881286621,
+                    0.02042572784423828,
+                    0.02042678451538086,
+                    0.020442079544067383,
+                    0.02042572784423828,
+                    0.021147647857666017,
+                    0.02039910316467285,
+                    0.020379648208618165,
+                    0.020368383407592772,
+                    0.020363264083862305,
+                    0.02043903923034668,
+                    0.020392959594726562,
+                    0.02042572784423828,
+                    0.02042470359802246,
+                    0.020426752090454102,
+                    0.02043391990661621,
+                    0.02040729522705078,
+                    0.02039091110229492,
+                    0.020377599716186523,
+                    0.020381696701049806,
+                    0.021137407302856445,
+                    0.021131263732910157,
+                    0.020369407653808593,
+                    0.020387840270996094,
+                    0.020501504898071288,
+                    0.021081087112426757,
+                    0.02109132766723633,
+                    0.02103193664550781,
+                    0.02040115165710449,
+                    0.020382720947265624,
+                    0.020950016021728517,
+                    0.02105855941772461,
+                    0.021015552520751952,
+                    0.02042367935180664,
+                    0.020462591171264647,
+                    0.020373504638671876,
+                    0.020396032333374024,
+                    0.020658176422119142,
+                    0.021124095916748048,
+                    0.02102272033691406,
+                    0.020406272888183592,
+                    0.020380672454833985,
+                    0.020398143768310548,
+                    0.020422592163085937,
+                    0.02110054397583008,
+                    0.02122854423522949,
+                    0.020436992645263673,
+                    0.02042367935180664,
+                    0.02047488021850586,
+                    0.021165056228637694,
+                    0.02107596778869629,
+                    0.020428800582885744,
+                    0.020413440704345705,
+                    0.02146099281311035,
+                    0.021154815673828126,
+                    0.02126438331604004,
+                    0.02150912094116211,
+                    0.021138431549072266,
+                    0.02085273551940918,
+                    0.02039910316467285,
+                    0.020452352523803712,
+                    0.02040934371948242,
+                    0.020426752090454102,
+                    0.020476959228515626,
+                    0.020433887481689453,
+                    0.020403200149536133,
+                    0.02043084716796875,
+                    0.020378623962402344,
+                    0.020978687286376953,
+                    0.0204083194732666,
+                    0.020445184707641603,
+                    0.0204083194732666,
+                    0.020389888763427736,
+                    0.02107187271118164,
+                    0.02079033660888672,
+                    0.020458431243896485,
+                    0.020733951568603515,
+                    0.02104422378540039,
+                    0.02106982421875,
+                    0.020366336822509764,
+                    0.020411392211914063,
+                    0.020361215591430663,
+                    0.02036735916137695,
+                    0.02105753517150879,
+                    0.021173248291015623,
+                    0.020395008087158203,
+                    0.020368383407592772,
+                    0.02040115165710449,
+                    0.02045952033996582,
+                    0.020382720947265624
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 47.95315064528684
+            },
+            "energy": null,
+            "efficiency": null
+        }
+    }
+}

2024-06-18/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab/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": "1f9387d33d40562add4be03176e22ddf9ed0d4ab",
+        "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
+    }
+}

2024-06-18/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab/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": 1754.7264,
+            "max_global_vram": 6793.199616,
+            "max_process_vram": 0.0,
+            "max_reserved": 6146.752512,
+            "max_allocated": 5036.936192
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 0.04485519981384277,
+            "mean": 0.022427599906921385,
+            "stdev": 0.00027784061431884895,
+            "p50": 0.022427599906921385,
+            "p90": 0.022649872398376465,
+            "p95": 0.022677656459808352,
+            "p99": 0.022699883708953858,
+            "values": [
+                0.022705440521240235,
+                0.022149759292602537
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 312.11543049863883
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "decode": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1754.742784,
+            "max_global_vram": 6793.199616,
+            "max_process_vram": 0.0,
+            "max_reserved": 6146.752512,
+            "max_allocated": 5036.936704
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 5.274961181640625,
+            "mean": 2.6374805908203127,
+            "stdev": 0.016975708007812562,
+            "p50": 2.6374805908203127,
+            "p90": 2.6510611572265628,
+            "p95": 2.6527587280273437,
+            "p99": 2.654116784667969,
+            "values": [
+                2.654456298828125,
+                2.6205048828125
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 48.15201311509947
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "per_token": {
+        "memory": null,
+        "latency": {
+            "unit": "s",
+            "count": 253,
+            "total": 5.275982841491696,
+            "mean": 0.02085368712052055,
+            "stdev": 0.0014410282763780379,
+            "p50": 0.020489215850830078,
+            "p90": 0.021314968872070312,
+            "p95": 0.02168750076293945,
+            "p99": 0.022109265365600584,
+            "values": [
+                0.022297599792480468,
+                0.021916671752929686,
+                0.021799936294555664,
+                0.020986879348754883,
+                0.021004287719726563,
+                0.021412864685058593,
+                0.021604352951049805,
+                0.021583871841430666,
+                0.02165247917175293,
+                0.021147647857666017,
+                0.02123673629760742,
+                0.020816896438598635,
+                0.021349376678466796,
+                0.021180416107177736,
+                0.021175296783447265,
+                0.021507072448730468,
+                0.021710847854614256,
+                0.021765119552612306,
+                0.020965375900268556,
+                0.020768768310546876,
+                0.02083839988708496,
+                0.020907007217407226,
+                0.02085273551940918,
+                0.021319679260253906,
+                0.021786624908447266,
+                0.022098943710327147,
+                0.022120447158813478,
+                0.02100223922729492,
+                0.021219327926635743,
+                0.02103193664550781,
+                0.020939775466918945,
+                0.020918272018432618,
+                0.021230592727661132,
+                0.020766719818115235,
+                0.020936704635620116,
+                0.020884479522705078,
+                0.02086502456665039,
+                0.020864000320434572,
+                0.020694015502929687,
+                0.02167193603515625,
+                0.021356544494628905,
+                0.021963808059692384,
+                0.02136675262451172,
+                0.021989376068115234,
+                0.02171392059326172,
+                0.020816896438598635,
+                0.02207027244567871,
+                0.020412416458129884,
+                0.020487167358398437,
+                0.02036735916137695,
+                0.020385791778564453,
+                0.020322303771972656,
+                0.020366336822509764,
+                0.020414464950561522,
+                0.02041548728942871,
+                0.020986879348754883,
+                0.020372480392456056,
+                0.020354047775268554,
+                0.020412416458129884,
+                0.020374528884887694,
+                0.020370431900024414,
+                0.020373504638671876,
+                0.020489215850830078,
+                0.020543487548828124,
+                0.02043391990661621,
+                0.020410367965698242,
+                0.020370431900024414,
+                0.021352447509765626,
+                0.02111692810058594,
+                0.02108415985107422,
+                0.020426752090454102,
+                0.020824064254760744,
+                0.020914176940917968,
+                0.021113855361938477,
+                0.021120000839233398,
+                0.02040934371948242,
+                0.020413440704345705,
+                0.0204400634765625,
+                0.020540416717529295,
+                0.02041548728942871,
+                0.02047590446472168,
+                0.020389888763427736,
+                0.0204400634765625,
+                0.020377599716186523,
+                0.020396032333374024,
+                0.02037555122375488,
+                0.020380672454833985,
+                0.021156864166259767,
+                0.02107494354248047,
+                0.020445184707641603,
+                0.02039091110229492,
+                0.020356096267700196,
+                0.021146623611450196,
+                0.02109235191345215,
+                0.02105241584777832,
+                0.020406272888183592,
+                0.02045644760131836,
+                0.0204083194732666,
+                0.020403200149536133,
+                0.02039910316467285,
+                0.020387872695922852,
+                0.020429792404174803,
+                0.02039091110229492,
+                0.020361215591430663,
+                0.020976640701293944,
+                0.02045132827758789,
+                0.02040729522705078,
+                0.02039091110229492,
+                0.02042265510559082,
+                0.020402175903320312,
+                0.020392959594726562,
+                0.020751359939575196,
+                0.021106687545776368,
+                0.02107904052734375,
+                0.02104832077026367,
+                0.021081087112426757,
+                0.021123071670532227,
+                0.02106265640258789,
+                0.021129215240478515,
+                0.021019647598266602,
+                0.02119478416442871,
+                0.021093408584594728,
+                0.02117932891845703,
+                0.020737024307250978,
+                0.02104319953918457,
+                0.021046272277832033,
+                0.042659839630126956,
+                0.020451391220092773,
+                0.02041644859313965,
+                0.020469823837280274,
+                0.020447168350219726,
+                0.020958208084106447,
+                0.020372480392456056,
+                0.020392959594726562,
+                0.020858879089355468,
+                0.021296127319335938,
+                0.02104934310913086,
+                0.020427776336669923,
+                0.020382720947265624,
+                0.02102579116821289,
+                0.021005311965942384,
+                0.021028863906860353,
+                0.020547584533691408,
+                0.02069196891784668,
+                0.02042572784423828,
+                0.02043187141418457,
+                0.020419584274291993,
+                0.02068889617919922,
+                0.02048828887939453,
+                0.02042265510559082,
+                0.020379552841186522,
+                0.02063164710998535,
+                0.02043791961669922,
+                0.020403200149536133,
+                0.0204400634765625,
+                0.020444160461425782,
+                0.02039910316467285,
+                0.02040729522705078,
+                0.02066329574584961,
+                0.02124185562133789,
+                0.02107494354248047,
+                0.021015552520751952,
+                0.020372480392456056,
+                0.02086604881286621,
+                0.02042572784423828,
+                0.02042678451538086,
+                0.020442079544067383,
+                0.02042572784423828,
+                0.021147647857666017,
+                0.02039910316467285,
+                0.020379648208618165,
+                0.020368383407592772,
+                0.020363264083862305,
+                0.02043903923034668,
+                0.020392959594726562,
+                0.02042572784423828,
+                0.02042470359802246,
+                0.020426752090454102,
+                0.02043391990661621,
+                0.02040729522705078,
+                0.02039091110229492,
+                0.020377599716186523,
+                0.020381696701049806,
+                0.021137407302856445,
+                0.021131263732910157,
+                0.020369407653808593,
+                0.020387840270996094,
+                0.020501504898071288,
+                0.021081087112426757,
+                0.02109132766723633,
+                0.02103193664550781,
+                0.02040115165710449,
+                0.020382720947265624,
+                0.020950016021728517,
+                0.02105855941772461,
+                0.021015552520751952,
+                0.02042367935180664,
+                0.020462591171264647,
+                0.020373504638671876,
+                0.020396032333374024,
+                0.020658176422119142,
+                0.021124095916748048,
+                0.02102272033691406,
+                0.020406272888183592,
+                0.020380672454833985,
+                0.020398143768310548,
+                0.020422592163085937,
+                0.02110054397583008,
+                0.02122854423522949,
+                0.020436992645263673,
+                0.02042367935180664,
+                0.02047488021850586,
+                0.021165056228637694,
+                0.02107596778869629,
+                0.020428800582885744,
+                0.020413440704345705,
+                0.02146099281311035,
+                0.021154815673828126,
+                0.02126438331604004,
+                0.02150912094116211,
+                0.021138431549072266,
+                0.02085273551940918,
+                0.02039910316467285,
+                0.020452352523803712,
+                0.02040934371948242,
+                0.020426752090454102,
+                0.020476959228515626,
+                0.020433887481689453,
+                0.020403200149536133,
+                0.02043084716796875,
+                0.020378623962402344,
+                0.020978687286376953,
+                0.0204083194732666,
+                0.020445184707641603,
+                0.0204083194732666,
+                0.020389888763427736,
+                0.02107187271118164,
+                0.02079033660888672,
+                0.020458431243896485,
+                0.020733951568603515,
+                0.02104422378540039,
+                0.02106982421875,
+                0.020366336822509764,
+                0.020411392211914063,
+                0.020361215591430663,
+                0.02036735916137695,
+                0.02105753517150879,
+                0.021173248291015623,
+                0.020395008087158203,
+                0.020368383407592772,
+                0.02040115165710449,
+                0.02045952033996582,
+                0.020382720947265624
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 47.95315064528684
+        },
+        "energy": null,
+        "efficiency": null
+    }
+}

2024-06-18/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/summary.json

@@ -0,0 +1,13 @@
+{
+    "model": "google/gemma-2b",
+    "commit": "1f9387d33d40562add4be03176e22ddf9ed0d4ab",
+    "config": "backend.cache_implementation=static,backend.torch_compile=False",
+    "metrics": {
+        "prefill.latency.mean": 0.022427599906921385,
+        "prefill.throughput.value": 312.11543049863883,
+        "decode.latency.mean": 2.6374805908203127,
+        "decode.throughput.value": 48.15201311509947,
+        "per_token.latency.mean": 0.02085368712052055,
+        "per_token.throughput.value": 47.95315064528684
+    }
+}

2024-06-18/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab/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: 1f9387d33d40562add4be03176e22ddf9ed0d4ab
+  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

2024-06-18/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmpwhiv7qph/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmpwhiv7qph/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmpwhiv7qph/commit\=1f9387d33d40562add4be03176e22ddf9ed0d4ab
+    - hydra.run.dir=_benchmark/tmpwhiv7qph/commit\=1f9387d33d40562add4be03176e22ddf9ed0d4ab/${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/tmpwhiv7qph/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab/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

2024-06-18/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab/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

2024-06-18/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab/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": "1f9387d33d40562add4be03176e22ddf9ed0d4ab",
+            "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": 1920.671744,
+                "max_global_vram": 6094.848,
+                "max_process_vram": 0.0,
+                "max_reserved": 5379.19488,
+                "max_allocated": 5021.251584
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 0.02809219169616699,
+                "mean": 0.014046095848083496,
+                "stdev": 0.00011905574798583979,
+                "p50": 0.014046095848083496,
+                "p90": 0.014141340446472167,
+                "p95": 0.014153246021270752,
+                "p99": 0.014162770481109619,
+                "values": [
+                    0.014165151596069335,
+                    0.013927040100097656
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 498.35912240020116
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "decode": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 2264.449024,
+                "max_global_vram": 8907.128832,
+                "max_process_vram": 0.0,
+                "max_reserved": 5379.19488,
+                "max_allocated": 5027.089408
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 3.152616455078125,
+                "mean": 1.5763082275390625,
+                "stdev": 0.017888916015625034,
+                "p50": 1.5763082275390625,
+                "p90": 1.5906193603515626,
+                "p95": 1.592408251953125,
+                "p99": 1.593839365234375,
+                "values": [
+                    1.5941971435546876,
+                    1.5584193115234375
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 80.5679991902807
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "per_token": {
+            "memory": null,
+            "latency": {
+                "unit": "s",
+                "count": 253,
+                "total": 3.153643517494201,
+                "mean": 0.012464994140293287,
+                "stdev": 0.0009052381868142423,
+                "p50": 0.012282879829406738,
+                "p90": 0.012759654426574708,
+                "p95": 0.012778495788574219,
+                "p99": 0.012865126609802244,
+                "values": [
+                    0.01275494384765625,
+                    0.012758015632629394,
+                    0.012731391906738282,
+                    0.012768256187438964,
+                    0.012796928405761718,
+                    0.01284505558013916,
+                    0.012721152305603027,
+                    0.0127457275390625,
+                    0.012721152305603027,
+                    0.01276518440246582,
+                    0.01274880027770996,
+                    0.012807168006896973,
+                    0.012711935997009278,
+                    0.012729344367980957,
+                    0.01268019199371338,
+                    0.012770303726196289,
+                    0.012782591819763184,
+                    0.01276211166381836,
+                    0.012727295875549317,
+                    0.012776448249816894,
+                    0.012734463691711426,
+                    0.012782591819763184,
+                    0.012778495788574219,
+                    0.012772352218627929,
+                    0.012706815719604492,
+                    0.01276416015625,
+                    0.012735487937927246,
+                    0.01276313591003418,
+                    0.012708864212036132,
+                    0.01274675178527832,
+                    0.012711935997009278,
+                    0.012826623916625977,
+                    0.012747776031494141,
+                    0.012717056274414062,
+                    0.012692480087280274,
+                    0.012694527626037597,
+                    0.012703743934631348,
+                    0.01285529613494873,
+                    0.012749823570251465,
+                    0.012742655754089355,
+                    0.012679167747497559,
+                    0.012761088371276855,
+                    0.012778495788574219,
+                    0.012801024436950683,
+                    0.012731391906738282,
+                    0.012790783882141114,
+                    0.012720128059387208,
+                    0.01276416015625,
+                    0.01274675178527832,
+                    0.012742655754089355,
+                    0.012698623657226562,
+                    0.012742655754089355,
+                    0.012706815719604492,
+                    0.012883968353271484,
+                    0.01273855972290039,
+                    0.012760064125061036,
+                    0.012706815719604492,
+                    0.012737536430358886,
+                    0.012725248336791992,
+                    0.01273855972290039,
+                    0.012709888458251953,
+                    0.012769280433654785,
+                    0.012691455841064453,
+                    0.012710911750793457,
+                    0.012576767921447754,
+                    0.012626943588256835,
+                    0.012689408302307128,
+                    0.012583935737609863,
+                    0.012630016326904296,
+                    0.012875776290893554,
+                    0.012595199584960937,
+                    0.01268838405609131,
+                    0.012669952392578124,
+                    0.012405759811401367,
+                    0.012461055755615234,
+                    0.01253990364074707,
+                    0.012405759811401367,
+                    0.012313599586486817,
+                    0.012297216415405274,
+                    0.012322815895080566,
+                    0.012249088287353516,
+                    0.012278783798217773,
+                    0.012244992256164551,
+                    0.012285951614379884,
+                    0.012255231857299804,
+                    0.012282879829406738,
+                    0.012239871978759765,
+                    0.012286975860595703,
+                    0.01223475170135498,
+                    0.012274687767028808,
+                    0.012238847732543945,
+                    0.012286975860595703,
+                    0.01225113582611084,
+                    0.012338175773620605,
+                    0.01225113582611084,
+                    0.012380160331726075,
+                    0.012329983711242675,
+                    0.012533760070800782,
+                    0.012289024353027344,
+                    0.012312576293945313,
+                    0.01226035213470459,
+                    0.012279808044433594,
+                    0.012241920471191407,
+                    0.012278783798217773,
+                    0.01223475170135498,
+                    0.01226854419708252,
+                    0.012246015548706055,
+                    0.012306431770324706,
+                    0.01225011157989502,
+                    0.012274687767028808,
+                    0.012233728408813477,
+                    0.012278783798217773,
+                    0.012236800193786621,
+                    0.01226854419708252,
+                    0.012246015548706055,
+                    0.012285951614379884,
+                    0.01223475170135498,
+                    0.012273664474487305,
+                    0.012239871978759765,
+                    0.012281855583190919,
+                    0.012238847732543945,
+                    0.012307456016540527,
+                    0.012254207611083985,
+                    0.01229312038421631,
+                    0.012256256103515625,
+                    0.012289024353027344,
+                    0.026417152404785156,
+                    0.012241920471191407,
+                    0.012294143676757812,
+                    0.01224294376373291,
+                    0.01229312038421631,
+                    0.012239871978759765,
+                    0.012285951614379884,
+                    0.012255231857299804,
+                    0.012272640228271485,
+                    0.012238847732543945,
+                    0.012278783798217773,
+                    0.012229632377624512,
+                    0.012283904075622559,
+                    0.012232704162597656,
+                    0.012264448165893555,
+                    0.012240896224975586,
+                    0.012275712013244629,
+                    0.012255231857299804,
+                    0.012290047645568849,
+                    0.012241920471191407,
+                    0.01227673625946045,
+                    0.012238880157470704,
+                    0.012285920143127441,
+                    0.01226035213470459,
+                    0.012286975860595703,
+                    0.012229632377624512,
+                    0.012292096138000488,
+                    0.012236800193786621,
+                    0.012340224266052247,
+                    0.012239871978759765,
+                    0.012275712013244629,
+                    0.012239871978759765,
+                    0.012282879829406738,
+                    0.012244992256164551,
+                    0.01227673625946045,
+                    0.01222758388519287,
+                    0.012274687767028808,
+                    0.012347392082214356,
+                    0.01253990364074707,
+                    0.012705792427062988,
+                    0.012386303901672363,
+                    0.01226035213470459,
+                    0.01227673625946045,
+                    0.01224396800994873,
+                    0.012336128234863282,
+                    0.012263423919677734,
+                    0.012303359985351562,
+                    0.012244992256164551,
+                    0.012288000106811523,
+                    0.012236800193786621,
+                    0.012275712013244629,
+                    0.012228608131408691,
+                    0.012273664474487305,
+                    0.012247039794921874,
+                    0.012318719863891601,
+                    0.012232704162597656,
+                    0.012288000106811523,
+                    0.012248064041137695,
+                    0.012274687767028808,
+                    0.012246015548706055,
+                    0.012299263954162597,
+                    0.012239871978759765,
+                    0.012272640228271485,
+                    0.012229632377624512,
+                    0.012271615982055664,
+                    0.012230655670166016,
+                    0.01227673625946045,
+                    0.012222463607788087,
+                    0.012280832290649414,
+                    0.012240896224975586,
+                    0.012290047645568849,
+                    0.012230655670166016,
+                    0.012311552047729492,
+                    0.012246015548706055,
+                    0.012305407524108887,
+                    0.012272640228271485,
+                    0.012297216415405274,
+                    0.012239871978759765,
+                    0.012289024353027344,
+                    0.012240896224975586,
+                    0.012270591735839843,
+                    0.012247039794921874,
+                    0.01229312038421631,
+                    0.01225011157989502,
+                    0.012285951614379884,
+                    0.012228608131408691,
+                    0.012282879829406738,
+                    0.0122357759475708,
+                    0.012278783798217773,
+                    0.012246015548706055,
+                    0.012304384231567383,
+                    0.01224396800994873,
+                    0.012281855583190919,
+                    0.012229632377624512,
+                    0.012277759552001954,
+                    0.0122357759475708,
+                    0.01226956844329834,
+                    0.012233728408813477,
+                    0.012275712013244629,
+                    0.012233728408813477,
+                    0.012278783798217773,
+                    0.012225536346435547,
+                    0.012274687767028808,
+                    0.012226559638977052,
+                    0.012267519950866699,
+                    0.01226035213470459,
+                    0.012272640228271485,
+                    0.01224294376373291,
+                    0.012267519950866699,
+                    0.012228608131408691,
+                    0.012277759552001954,
+                    0.012229632377624512,
+                    0.012270591735839843,
+                    0.012216320037841797,
+                    0.012277759552001954,
+                    0.012233728408813477,
+                    0.01226956844329834,
+                    0.012223551750183106,
+                    0.01228281593322754,
+                    0.012236800193786621,
+                    0.012291071891784668,
+                    0.01225216007232666,
+                    0.012292096138000488,
+                    0.012255231857299804,
+                    0.012281855583190919,
+                    0.012231679916381836,
+                    0.01226854419708252
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 80.22466667412898
+            },
+            "energy": null,
+            "efficiency": null
+        }
+    }
+}

2024-06-18/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab/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": "1f9387d33d40562add4be03176e22ddf9ed0d4ab",
+        "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
+    }
+}

2024-06-18/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab/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": 1920.671744,
+            "max_global_vram": 6094.848,
+            "max_process_vram": 0.0,
+            "max_reserved": 5379.19488,
+            "max_allocated": 5021.251584
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 0.02809219169616699,
+            "mean": 0.014046095848083496,
+            "stdev": 0.00011905574798583979,
+            "p50": 0.014046095848083496,
+            "p90": 0.014141340446472167,
+            "p95": 0.014153246021270752,
+            "p99": 0.014162770481109619,
+            "values": [
+                0.014165151596069335,
+                0.013927040100097656
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 498.35912240020116
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "decode": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 2264.449024,
+            "max_global_vram": 8907.128832,
+            "max_process_vram": 0.0,
+            "max_reserved": 5379.19488,
+            "max_allocated": 5027.089408
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 3.152616455078125,
+            "mean": 1.5763082275390625,
+            "stdev": 0.017888916015625034,
+            "p50": 1.5763082275390625,
+            "p90": 1.5906193603515626,
+            "p95": 1.592408251953125,
+            "p99": 1.593839365234375,
+            "values": [
+                1.5941971435546876,
+                1.5584193115234375
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 80.5679991902807
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "per_token": {
+        "memory": null,
+        "latency": {
+            "unit": "s",
+            "count": 253,
+            "total": 3.153643517494201,
+            "mean": 0.012464994140293287,
+            "stdev": 0.0009052381868142423,
+            "p50": 0.012282879829406738,
+            "p90": 0.012759654426574708,
+            "p95": 0.012778495788574219,
+            "p99": 0.012865126609802244,
+            "values": [
+                0.01275494384765625,
+                0.012758015632629394,
+                0.012731391906738282,
+                0.012768256187438964,
+                0.012796928405761718,
+                0.01284505558013916,
+                0.012721152305603027,
+                0.0127457275390625,
+                0.012721152305603027,
+                0.01276518440246582,
+                0.01274880027770996,
+                0.012807168006896973,
+                0.012711935997009278,
+                0.012729344367980957,
+                0.01268019199371338,
+                0.012770303726196289,
+                0.012782591819763184,
+                0.01276211166381836,
+                0.012727295875549317,
+                0.012776448249816894,
+                0.012734463691711426,
+                0.012782591819763184,
+                0.012778495788574219,
+                0.012772352218627929,
+                0.012706815719604492,
+                0.01276416015625,
+                0.012735487937927246,
+                0.01276313591003418,
+                0.012708864212036132,
+                0.01274675178527832,
+                0.012711935997009278,
+                0.012826623916625977,
+                0.012747776031494141,
+                0.012717056274414062,
+                0.012692480087280274,
+                0.012694527626037597,
+                0.012703743934631348,
+                0.01285529613494873,
+                0.012749823570251465,
+                0.012742655754089355,
+                0.012679167747497559,
+                0.012761088371276855,
+                0.012778495788574219,
+                0.012801024436950683,
+                0.012731391906738282,
+                0.012790783882141114,
+                0.012720128059387208,
+                0.01276416015625,
+                0.01274675178527832,
+                0.012742655754089355,
+                0.012698623657226562,
+                0.012742655754089355,
+                0.012706815719604492,
+                0.012883968353271484,
+                0.01273855972290039,
+                0.012760064125061036,
+                0.012706815719604492,
+                0.012737536430358886,
+                0.012725248336791992,
+                0.01273855972290039,
+                0.012709888458251953,
+                0.012769280433654785,
+                0.012691455841064453,
+                0.012710911750793457,
+                0.012576767921447754,
+                0.012626943588256835,
+                0.012689408302307128,
+                0.012583935737609863,
+                0.012630016326904296,
+                0.012875776290893554,
+                0.012595199584960937,
+                0.01268838405609131,
+                0.012669952392578124,
+                0.012405759811401367,
+                0.012461055755615234,
+                0.01253990364074707,
+                0.012405759811401367,
+                0.012313599586486817,
+                0.012297216415405274,
+                0.012322815895080566,
+                0.012249088287353516,
+                0.012278783798217773,
+                0.012244992256164551,
+                0.012285951614379884,
+                0.012255231857299804,
+                0.012282879829406738,
+                0.012239871978759765,
+                0.012286975860595703,
+                0.01223475170135498,
+                0.012274687767028808,
+                0.012238847732543945,
+                0.012286975860595703,
+                0.01225113582611084,
+                0.012338175773620605,
+                0.01225113582611084,
+                0.012380160331726075,
+                0.012329983711242675,
+                0.012533760070800782,
+                0.012289024353027344,
+                0.012312576293945313,
+                0.01226035213470459,
+                0.012279808044433594,
+                0.012241920471191407,
+                0.012278783798217773,
+                0.01223475170135498,
+                0.01226854419708252,
+                0.012246015548706055,
+                0.012306431770324706,
+                0.01225011157989502,
+                0.012274687767028808,
+                0.012233728408813477,
+                0.012278783798217773,
+                0.012236800193786621,
+                0.01226854419708252,
+                0.012246015548706055,
+                0.012285951614379884,
+                0.01223475170135498,
+                0.012273664474487305,
+                0.012239871978759765,
+                0.012281855583190919,
+                0.012238847732543945,
+                0.012307456016540527,
+                0.012254207611083985,
+                0.01229312038421631,
+                0.012256256103515625,
+                0.012289024353027344,
+                0.026417152404785156,
+                0.012241920471191407,
+                0.012294143676757812,
+                0.01224294376373291,
+                0.01229312038421631,
+                0.012239871978759765,
+                0.012285951614379884,
+                0.012255231857299804,
+                0.012272640228271485,
+                0.012238847732543945,
+                0.012278783798217773,
+                0.012229632377624512,
+                0.012283904075622559,
+                0.012232704162597656,
+                0.012264448165893555,
+                0.012240896224975586,
+                0.012275712013244629,
+                0.012255231857299804,
+                0.012290047645568849,
+                0.012241920471191407,
+                0.01227673625946045,
+                0.012238880157470704,
+                0.012285920143127441,
+                0.01226035213470459,
+                0.012286975860595703,
+                0.012229632377624512,
+                0.012292096138000488,
+                0.012236800193786621,
+                0.012340224266052247,
+                0.012239871978759765,
+                0.012275712013244629,
+                0.012239871978759765,
+                0.012282879829406738,
+                0.012244992256164551,
+                0.01227673625946045,
+                0.01222758388519287,
+                0.012274687767028808,
+                0.012347392082214356,
+                0.01253990364074707,
+                0.012705792427062988,
+                0.012386303901672363,
+                0.01226035213470459,
+                0.01227673625946045,
+                0.01224396800994873,
+                0.012336128234863282,
+                0.012263423919677734,
+                0.012303359985351562,
+                0.012244992256164551,
+                0.012288000106811523,
+                0.012236800193786621,
+                0.012275712013244629,
+                0.012228608131408691,
+                0.012273664474487305,
+                0.012247039794921874,
+                0.012318719863891601,
+                0.012232704162597656,
+                0.012288000106811523,
+                0.012248064041137695,
+                0.012274687767028808,
+                0.012246015548706055,
+                0.012299263954162597,
+                0.012239871978759765,
+                0.012272640228271485,
+                0.012229632377624512,
+                0.012271615982055664,
+                0.012230655670166016,
+                0.01227673625946045,
+                0.012222463607788087,
+                0.012280832290649414,
+                0.012240896224975586,
+                0.012290047645568849,
+                0.012230655670166016,
+                0.012311552047729492,
+                0.012246015548706055,
+                0.012305407524108887,
+                0.012272640228271485,
+                0.012297216415405274,
+                0.012239871978759765,
+                0.012289024353027344,
+                0.012240896224975586,
+                0.012270591735839843,
+                0.012247039794921874,
+                0.01229312038421631,
+                0.01225011157989502,
+                0.012285951614379884,
+                0.012228608131408691,
+                0.012282879829406738,
+                0.0122357759475708,
+                0.012278783798217773,
+                0.012246015548706055,
+                0.012304384231567383,
+                0.01224396800994873,
+                0.012281855583190919,
+                0.012229632377624512,
+                0.012277759552001954,
+                0.0122357759475708,
+                0.01226956844329834,
+                0.012233728408813477,
+                0.012275712013244629,
+                0.012233728408813477,
+                0.012278783798217773,
+                0.012225536346435547,
+                0.012274687767028808,
+                0.012226559638977052,
+                0.012267519950866699,
+                0.01226035213470459,
+                0.012272640228271485,
+                0.01224294376373291,
+                0.012267519950866699,
+                0.012228608131408691,
+                0.012277759552001954,
+                0.012229632377624512,
+                0.012270591735839843,
+                0.012216320037841797,
+                0.012277759552001954,
+                0.012233728408813477,
+                0.01226956844329834,
+                0.012223551750183106,
+                0.01228281593322754,
+                0.012236800193786621,
+                0.012291071891784668,
+                0.01225216007232666,
+                0.012292096138000488,
+                0.012255231857299804,
+                0.012281855583190919,
+                0.012231679916381836,
+                0.01226854419708252
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 80.22466667412898
+        },
+        "energy": null,
+        "efficiency": null
+    }
+}

2024-06-18/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/summary.json

@@ -0,0 +1,13 @@
+{
+    "model": "google/gemma-2b",
+    "commit": "1f9387d33d40562add4be03176e22ddf9ed0d4ab",
+    "config": "backend.cache_implementation=static,backend.torch_compile=True",
+    "metrics": {
+        "prefill.latency.mean": 0.014046095848083496,
+        "prefill.throughput.value": 498.35912240020116,
+        "decode.latency.mean": 1.5763082275390625,
+        "decode.throughput.value": 80.5679991902807,
+        "per_token.latency.mean": 0.012464994140293287,
+        "per_token.throughput.value": 80.22466667412898
+    }
+}

2024-06-18/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab/multirun.yaml

@@ -0,0 +1,232 @@
+hydra:
+  run:
+    dir: _benchmark/tmpwhiv7qph/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmpwhiv7qph/commit=1f9387d33d40562add4be03176e22ddf9ed0d4ab
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmpwhiv7qph/commit\=1f9387d33d40562add4be03176e22ddf9ed0d4ab
+    - hydra.run.dir=_benchmark/tmpwhiv7qph/commit\=1f9387d33d40562add4be03176e22ddf9ed0d4ab/${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: 1f9387d33d40562add4be03176e22ddf9ed0d4ab
+  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

2024-06-18/summaries.json

@@ -0,0 +1,41 @@
+[
+    {
+        "model": "google/gemma-2b",
+        "commit": "1f9387d33d40562add4be03176e22ddf9ed0d4ab",
+        "config": "backend.cache_implementation=null,backend.torch_compile=False",
+        "metrics": {
+            "prefill.latency.mean": 0.020195904731750487,
+            "prefill.throughput.value": 346.6049227789793,
+            "decode.latency.mean": 2.4827767333984374,
+            "decode.throughput.value": 51.15240460069954,
+            "per_token.latency.mean": 0.01962751399104303,
+            "per_token.throughput.value": 50.948887386163506
+        }
+    },
+    {
+        "model": "google/gemma-2b",
+        "commit": "1f9387d33d40562add4be03176e22ddf9ed0d4ab",
+        "config": "backend.cache_implementation=static,backend.torch_compile=False",
+        "metrics": {
+            "prefill.latency.mean": 0.022427599906921385,
+            "prefill.throughput.value": 312.11543049863883,
+            "decode.latency.mean": 2.6374805908203127,
+            "decode.throughput.value": 48.15201311509947,
+            "per_token.latency.mean": 0.02085368712052055,
+            "per_token.throughput.value": 47.95315064528684
+        }
+    },
+    {
+        "model": "google/gemma-2b",
+        "commit": "1f9387d33d40562add4be03176e22ddf9ed0d4ab",
+        "config": "backend.cache_implementation=static,backend.torch_compile=True",
+        "metrics": {
+            "prefill.latency.mean": 0.014046095848083496,
+            "prefill.throughput.value": 498.35912240020116,
+            "decode.latency.mean": 1.5763082275390625,
+            "decode.throughput.value": 80.5679991902807,
+            "per_token.latency.mean": 0.012464994140293287,
+            "per_token.throughput.value": 80.22466667412898
+        }
+    }
+]

2024-06-18/summary.json

@@ -0,0 +1,40 @@
+{
+    "google/gemma-2b": {
+        "backend.cache_implementation=null,backend.torch_compile=False": {
+            "1f9387d33d40562add4be03176e22ddf9ed0d4ab": {
+                "metrics": {
+                    "prefill.latency.mean": 0.020195904731750487,
+                    "prefill.throughput.value": 346.6049227789793,
+                    "decode.latency.mean": 2.4827767333984374,
+                    "decode.throughput.value": 51.15240460069954,
+                    "per_token.latency.mean": 0.01962751399104303,
+                    "per_token.throughput.value": 50.948887386163506
+                }
+            }
+        },
+        "backend.cache_implementation=static,backend.torch_compile=False": {
+            "1f9387d33d40562add4be03176e22ddf9ed0d4ab": {
+                "metrics": {
+                    "prefill.latency.mean": 0.022427599906921385,
+                    "prefill.throughput.value": 312.11543049863883,
+                    "decode.latency.mean": 2.6374805908203127,
+                    "decode.throughput.value": 48.15201311509947,
+                    "per_token.latency.mean": 0.02085368712052055,
+                    "per_token.throughput.value": 47.95315064528684
+                }
+            }
+        },
+        "backend.cache_implementation=static,backend.torch_compile=True": {
+            "1f9387d33d40562add4be03176e22ddf9ed0d4ab": {
+                "metrics": {
+                    "prefill.latency.mean": 0.014046095848083496,
+                    "prefill.throughput.value": 498.35912240020116,
+                    "decode.latency.mean": 1.5763082275390625,
+                    "decode.throughput.value": 80.5679991902807,
+                    "per_token.latency.mean": 0.012464994140293287,
+                    "per_token.throughput.value": 80.22466667412898
+                }
+            }
+        }
+    }
+}