Upload folder using huggingface_hub

2024-06-19/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/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: 22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec
+  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

2024-06-19/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmp6fuewu1s/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmp6fuewu1s/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmp6fuewu1s/commit\=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec
+    - hydra.run.dir=_benchmark/tmp6fuewu1s/commit\=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/${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/tmp6fuewu1s/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/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

2024-06-19/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/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

2024-06-19/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/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": "22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec",
+            "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": 1720.397824,
+                "max_global_vram": 6793.199616,
+                "max_process_vram": 0.0,
+                "max_reserved": 6146.752512,
+                "max_allocated": 5034.576896
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 0.04137660789489746,
+                "mean": 0.02068830394744873,
+                "stdev": 0.000961264610290528,
+                "p50": 0.02068830394744873,
+                "p90": 0.021457315635681155,
+                "p95": 0.021553442096710205,
+                "p99": 0.02163034326553345,
+                "values": [
+                    0.02164956855773926,
+                    0.019727039337158202
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 338.35543105809967
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "decode": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1720.471552,
+                "max_global_vram": 6795.296768,
+                "max_process_vram": 0.0,
+                "max_reserved": 6148.849664,
+                "max_allocated": 5034.577408
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 4.871063720703125,
+                "mean": 2.4355318603515625,
+                "stdev": 0.003218872070312351,
+                "p50": 2.4355318603515625,
+                "p90": 2.4381069580078125,
+                "p95": 2.4384288452148435,
+                "p99": 2.4386863549804687,
+                "values": [
+                    2.438750732421875,
+                    2.43231298828125
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 52.1446678926499
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "per_token": {
+            "memory": null,
+            "latency": {
+                "unit": "s",
+                "count": 253,
+                "total": 4.869810171127319,
+                "mean": 0.019248261545957785,
+                "stdev": 0.0013118284299616808,
+                "p50": 0.019086336135864256,
+                "p90": 0.01948426284790039,
+                "p95": 0.01967513656616211,
+                "p99": 0.02197020652770996,
+                "values": [
+                    0.02191564750671387,
+                    0.022107135772705077,
+                    0.022029312133789062,
+                    0.021703680038452147,
+                    0.01928704071044922,
+                    0.01882316780090332,
+                    0.01906585693359375,
+                    0.018897920608520507,
+                    0.018925567626953126,
+                    0.018807807922363282,
+                    0.0190248966217041,
+                    0.019083295822143555,
+                    0.018943967819213866,
+                    0.019145727157592773,
+                    0.01906483268737793,
+                    0.019148799896240236,
+                    0.019354623794555666,
+                    0.019478527069091797,
+                    0.019270687103271483,
+                    0.01912112045288086,
+                    0.01918976020812988,
+                    0.01922559928894043,
+                    0.01982156753540039,
+                    0.01929113578796387,
+                    0.019281919479370118,
+                    0.01922969627380371,
+                    0.019357696533203125,
+                    0.01923993682861328,
+                    0.01925529670715332,
+                    0.01925017547607422,
+                    0.01920102310180664,
+                    0.019112960815429687,
+                    0.01923788833618164,
+                    0.019335168838500977,
+                    0.019340288162231444,
+                    0.019344383239746094,
+                    0.01965875244140625,
+                    0.01947648048400879,
+                    0.0188723201751709,
+                    0.019168256759643554,
+                    0.018969600677490234,
+                    0.019084287643432618,
+                    0.01943449592590332,
+                    0.01901055908203125,
+                    0.018790399551391602,
+                    0.01903513526916504,
+                    0.01879654312133789,
+                    0.01924198341369629,
+                    0.01925836753845215,
+                    0.01904435157775879,
+                    0.01919385528564453,
+                    0.019499008178710937,
+                    0.019355648040771483,
+                    0.019351551055908203,
+                    0.01900032043457031,
+                    0.018953216552734374,
+                    0.018940927505493164,
+                    0.01904025650024414,
+                    0.019204095840454103,
+                    0.01922662353515625,
+                    0.019422208786010742,
+                    0.018926591873168946,
+                    0.01901568031311035,
+                    0.019122175216674805,
+                    0.018938880920410156,
+                    0.018948095321655273,
+                    0.018944000244140623,
+                    0.018949119567871094,
+                    0.01906585693359375,
+                    0.019503103256225587,
+                    0.019121152877807617,
+                    0.01923276710510254,
+                    0.018907136917114258,
+                    0.018950143814086915,
+                    0.01906175994873047,
+                    0.01903923225402832,
+                    0.018949119567871094,
+                    0.01928704071044922,
+                    0.018940927505493164,
+                    0.01918569564819336,
+                    0.019370975494384764,
+                    0.019112960815429687,
+                    0.018886655807495118,
+                    0.019123199462890626,
+                    0.018989055633544923,
+                    0.01899519920349121,
+                    0.019078144073486326,
+                    0.018881536483764647,
+                    0.01902899169921875,
+                    0.01920204734802246,
+                    0.018955263137817382,
+                    0.018910207748413087,
+                    0.019104768753051758,
+                    0.01888768005371094,
+                    0.0189040641784668,
+                    0.018925567626953126,
+                    0.018911231994628908,
+                    0.018956287384033203,
+                    0.018965503692626954,
+                    0.01887846374511719,
+                    0.019146751403808594,
+                    0.019148799896240236,
+                    0.018911231994628908,
+                    0.01886310386657715,
+                    0.019086336135864256,
+                    0.018916351318359375,
+                    0.018897920608520507,
+                    0.018980863571166993,
+                    0.018914304733276367,
+                    0.018880512237548826,
+                    0.01904435157775879,
+                    0.018956287384033203,
+                    0.018963455200195312,
+                    0.01903001594543457,
+                    0.018946048736572265,
+                    0.018923519134521484,
+                    0.01923481559753418,
+                    0.019208192825317383,
+                    0.019269632339477538,
+                    0.01924505615234375,
+                    0.018972671508789063,
+                    0.019162111282348633,
+                    0.018888704299926756,
+                    0.018898944854736328,
+                    0.019104768753051758,
+                    0.01904947280883789,
+                    0.03890585708618164,
+                    0.018766847610473633,
+                    0.018736127853393555,
+                    0.01887027168273926,
+                    0.018767871856689454,
+                    0.01882009506225586,
+                    0.01880473518371582,
+                    0.01879756736755371,
+                    0.018719743728637696,
+                    0.01882624053955078,
+                    0.018775039672851563,
+                    0.018748479843139647,
+                    0.01878828811645508,
+                    0.018815999984741212,
+                    0.018876415252685547,
+                    0.01918979263305664,
+                    0.018927583694458006,
+                    0.01882931137084961,
+                    0.019009536743164062,
+                    0.01900339126586914,
+                    0.01901568031311035,
+                    0.01900032043457031,
+                    0.018977792739868164,
+                    0.018984960556030273,
+                    0.018968576431274413,
+                    0.018890752792358398,
+                    0.019169279098510742,
+                    0.020189184188842774,
+                    0.01944576072692871,
+                    0.01901260757446289,
+                    0.019500032424926757,
+                    0.019194879531860352,
+                    0.01879756736755371,
+                    0.018946048736572265,
+                    0.018926591873168946,
+                    0.018807807922363282,
+                    0.019042303085327148,
+                    0.019054592132568358,
+                    0.01885798454284668,
+                    0.018808832168579103,
+                    0.01887027168273926,
+                    0.01883443260192871,
+                    0.018963455200195312,
+                    0.018815999984741212,
+                    0.018988031387329102,
+                    0.019215360641479492,
+                    0.018998271942138673,
+                    0.019390464782714844,
+                    0.019503103256225587,
+                    0.01904947280883789,
+                    0.019386367797851564,
+                    0.01904435157775879,
+                    0.019102720260620116,
+                    0.018963455200195312,
+                    0.01880575942993164,
+                    0.018900991439819336,
+                    0.01921331214904785,
+                    0.019300352096557616,
+                    0.019203071594238282,
+                    0.019346431732177736,
+                    0.018941951751708985,
+                    0.01923583984375,
+                    0.01988096046447754,
+                    0.019552255630493166,
+                    0.019094528198242186,
+                    0.019408895492553712,
+                    0.019117055892944337,
+                    0.019009536743164062,
+                    0.01923174476623535,
+                    0.019137535095214844,
+                    0.019136512756347656,
+                    0.0194467830657959,
+                    0.01925836753845215,
+                    0.019307519912719725,
+                    0.01948569679260254,
+                    0.01906380844116211,
+                    0.019264511108398438,
+                    0.019100671768188478,
+                    0.01908121681213379,
+                    0.019536895751953123,
+                    0.01922662353515625,
+                    0.019066879272460938,
+                    0.018910207748413087,
+                    0.019312639236450196,
+                    0.018892799377441406,
+                    0.01887027168273926,
+                    0.019280895233154297,
+                    0.02001919937133789,
+                    0.020281343460083007,
+                    0.019587072372436523,
+                    0.0196997127532959,
+                    0.019619840621948242,
+                    0.019168256759643554,
+                    0.01965670394897461,
+                    0.01944268798828125,
+                    0.019104768753051758,
+                    0.019803136825561524,
+                    0.01944883155822754,
+                    0.019103744506835937,
+                    0.019396608352661132,
+                    0.01983283233642578,
+                    0.019080192565917968,
+                    0.019176448822021484,
+                    0.019509248733520508,
+                    0.01924198341369629,
+                    0.018942975997924806,
+                    0.019176448822021484,
+                    0.018963455200195312,
+                    0.018881536483764647,
+                    0.019212287902832033,
+                    0.018896896362304686,
+                    0.018965503692626954,
+                    0.019358720779418945,
+                    0.01940787124633789,
+                    0.01922969627380371,
+                    0.019195903778076173,
+                    0.019095552444458007,
+                    0.019178495407104493,
+                    0.01947750473022461,
+                    0.019122175216674805,
+                    0.01909760093688965,
+                    0.018921472549438476,
+                    0.01903206443786621,
+                    0.019474431991577147,
+                    0.01920614433288574,
+                    0.01921331214904785,
+                    0.019524608612060547
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 51.952743764020816
+            },
+            "energy": null,
+            "efficiency": null
+        }
+    }
+}

2024-06-19/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/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": "22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec",
+        "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
+    }
+}

2024-06-19/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/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": 1720.397824,
+            "max_global_vram": 6793.199616,
+            "max_process_vram": 0.0,
+            "max_reserved": 6146.752512,
+            "max_allocated": 5034.576896
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 0.04137660789489746,
+            "mean": 0.02068830394744873,
+            "stdev": 0.000961264610290528,
+            "p50": 0.02068830394744873,
+            "p90": 0.021457315635681155,
+            "p95": 0.021553442096710205,
+            "p99": 0.02163034326553345,
+            "values": [
+                0.02164956855773926,
+                0.019727039337158202
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 338.35543105809967
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "decode": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1720.471552,
+            "max_global_vram": 6795.296768,
+            "max_process_vram": 0.0,
+            "max_reserved": 6148.849664,
+            "max_allocated": 5034.577408
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 4.871063720703125,
+            "mean": 2.4355318603515625,
+            "stdev": 0.003218872070312351,
+            "p50": 2.4355318603515625,
+            "p90": 2.4381069580078125,
+            "p95": 2.4384288452148435,
+            "p99": 2.4386863549804687,
+            "values": [
+                2.438750732421875,
+                2.43231298828125
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 52.1446678926499
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "per_token": {
+        "memory": null,
+        "latency": {
+            "unit": "s",
+            "count": 253,
+            "total": 4.869810171127319,
+            "mean": 0.019248261545957785,
+            "stdev": 0.0013118284299616808,
+            "p50": 0.019086336135864256,
+            "p90": 0.01948426284790039,
+            "p95": 0.01967513656616211,
+            "p99": 0.02197020652770996,
+            "values": [
+                0.02191564750671387,
+                0.022107135772705077,
+                0.022029312133789062,
+                0.021703680038452147,
+                0.01928704071044922,
+                0.01882316780090332,
+                0.01906585693359375,
+                0.018897920608520507,
+                0.018925567626953126,
+                0.018807807922363282,
+                0.0190248966217041,
+                0.019083295822143555,
+                0.018943967819213866,
+                0.019145727157592773,
+                0.01906483268737793,
+                0.019148799896240236,
+                0.019354623794555666,
+                0.019478527069091797,
+                0.019270687103271483,
+                0.01912112045288086,
+                0.01918976020812988,
+                0.01922559928894043,
+                0.01982156753540039,
+                0.01929113578796387,
+                0.019281919479370118,
+                0.01922969627380371,
+                0.019357696533203125,
+                0.01923993682861328,
+                0.01925529670715332,
+                0.01925017547607422,
+                0.01920102310180664,
+                0.019112960815429687,
+                0.01923788833618164,
+                0.019335168838500977,
+                0.019340288162231444,
+                0.019344383239746094,
+                0.01965875244140625,
+                0.01947648048400879,
+                0.0188723201751709,
+                0.019168256759643554,
+                0.018969600677490234,
+                0.019084287643432618,
+                0.01943449592590332,
+                0.01901055908203125,
+                0.018790399551391602,
+                0.01903513526916504,
+                0.01879654312133789,
+                0.01924198341369629,
+                0.01925836753845215,
+                0.01904435157775879,
+                0.01919385528564453,
+                0.019499008178710937,
+                0.019355648040771483,
+                0.019351551055908203,
+                0.01900032043457031,
+                0.018953216552734374,
+                0.018940927505493164,
+                0.01904025650024414,
+                0.019204095840454103,
+                0.01922662353515625,
+                0.019422208786010742,
+                0.018926591873168946,
+                0.01901568031311035,
+                0.019122175216674805,
+                0.018938880920410156,
+                0.018948095321655273,
+                0.018944000244140623,
+                0.018949119567871094,
+                0.01906585693359375,
+                0.019503103256225587,
+                0.019121152877807617,
+                0.01923276710510254,
+                0.018907136917114258,
+                0.018950143814086915,
+                0.01906175994873047,
+                0.01903923225402832,
+                0.018949119567871094,
+                0.01928704071044922,
+                0.018940927505493164,
+                0.01918569564819336,
+                0.019370975494384764,
+                0.019112960815429687,
+                0.018886655807495118,
+                0.019123199462890626,
+                0.018989055633544923,
+                0.01899519920349121,
+                0.019078144073486326,
+                0.018881536483764647,
+                0.01902899169921875,
+                0.01920204734802246,
+                0.018955263137817382,
+                0.018910207748413087,
+                0.019104768753051758,
+                0.01888768005371094,
+                0.0189040641784668,
+                0.018925567626953126,
+                0.018911231994628908,
+                0.018956287384033203,
+                0.018965503692626954,
+                0.01887846374511719,
+                0.019146751403808594,
+                0.019148799896240236,
+                0.018911231994628908,
+                0.01886310386657715,
+                0.019086336135864256,
+                0.018916351318359375,
+                0.018897920608520507,
+                0.018980863571166993,
+                0.018914304733276367,
+                0.018880512237548826,
+                0.01904435157775879,
+                0.018956287384033203,
+                0.018963455200195312,
+                0.01903001594543457,
+                0.018946048736572265,
+                0.018923519134521484,
+                0.01923481559753418,
+                0.019208192825317383,
+                0.019269632339477538,
+                0.01924505615234375,
+                0.018972671508789063,
+                0.019162111282348633,
+                0.018888704299926756,
+                0.018898944854736328,
+                0.019104768753051758,
+                0.01904947280883789,
+                0.03890585708618164,
+                0.018766847610473633,
+                0.018736127853393555,
+                0.01887027168273926,
+                0.018767871856689454,
+                0.01882009506225586,
+                0.01880473518371582,
+                0.01879756736755371,
+                0.018719743728637696,
+                0.01882624053955078,
+                0.018775039672851563,
+                0.018748479843139647,
+                0.01878828811645508,
+                0.018815999984741212,
+                0.018876415252685547,
+                0.01918979263305664,
+                0.018927583694458006,
+                0.01882931137084961,
+                0.019009536743164062,
+                0.01900339126586914,
+                0.01901568031311035,
+                0.01900032043457031,
+                0.018977792739868164,
+                0.018984960556030273,
+                0.018968576431274413,
+                0.018890752792358398,
+                0.019169279098510742,
+                0.020189184188842774,
+                0.01944576072692871,
+                0.01901260757446289,
+                0.019500032424926757,
+                0.019194879531860352,
+                0.01879756736755371,
+                0.018946048736572265,
+                0.018926591873168946,
+                0.018807807922363282,
+                0.019042303085327148,
+                0.019054592132568358,
+                0.01885798454284668,
+                0.018808832168579103,
+                0.01887027168273926,
+                0.01883443260192871,
+                0.018963455200195312,
+                0.018815999984741212,
+                0.018988031387329102,
+                0.019215360641479492,
+                0.018998271942138673,
+                0.019390464782714844,
+                0.019503103256225587,
+                0.01904947280883789,
+                0.019386367797851564,
+                0.01904435157775879,
+                0.019102720260620116,
+                0.018963455200195312,
+                0.01880575942993164,
+                0.018900991439819336,
+                0.01921331214904785,
+                0.019300352096557616,
+                0.019203071594238282,
+                0.019346431732177736,
+                0.018941951751708985,
+                0.01923583984375,
+                0.01988096046447754,
+                0.019552255630493166,
+                0.019094528198242186,
+                0.019408895492553712,
+                0.019117055892944337,
+                0.019009536743164062,
+                0.01923174476623535,
+                0.019137535095214844,
+                0.019136512756347656,
+                0.0194467830657959,
+                0.01925836753845215,
+                0.019307519912719725,
+                0.01948569679260254,
+                0.01906380844116211,
+                0.019264511108398438,
+                0.019100671768188478,
+                0.01908121681213379,
+                0.019536895751953123,
+                0.01922662353515625,
+                0.019066879272460938,
+                0.018910207748413087,
+                0.019312639236450196,
+                0.018892799377441406,
+                0.01887027168273926,
+                0.019280895233154297,
+                0.02001919937133789,
+                0.020281343460083007,
+                0.019587072372436523,
+                0.0196997127532959,
+                0.019619840621948242,
+                0.019168256759643554,
+                0.01965670394897461,
+                0.01944268798828125,
+                0.019104768753051758,
+                0.019803136825561524,
+                0.01944883155822754,
+                0.019103744506835937,
+                0.019396608352661132,
+                0.01983283233642578,
+                0.019080192565917968,
+                0.019176448822021484,
+                0.019509248733520508,
+                0.01924198341369629,
+                0.018942975997924806,
+                0.019176448822021484,
+                0.018963455200195312,
+                0.018881536483764647,
+                0.019212287902832033,
+                0.018896896362304686,
+                0.018965503692626954,
+                0.019358720779418945,
+                0.01940787124633789,
+                0.01922969627380371,
+                0.019195903778076173,
+                0.019095552444458007,
+                0.019178495407104493,
+                0.01947750473022461,
+                0.019122175216674805,
+                0.01909760093688965,
+                0.018921472549438476,
+                0.01903206443786621,
+                0.019474431991577147,
+                0.01920614433288574,
+                0.01921331214904785,
+                0.019524608612060547
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 51.952743764020816
+        },
+        "energy": null,
+        "efficiency": null
+    }
+}

2024-06-19/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/summary.json

@@ -0,0 +1,13 @@
+{
+    "model": "google/gemma-2b",
+    "commit": "22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec",
+    "config": "backend.cache_implementation=null,backend.torch_compile=False",
+    "metrics": {
+        "prefill.latency.mean": 0.02068830394744873,
+        "prefill.throughput.value": 338.35543105809967,
+        "decode.latency.mean": 2.4355318603515625,
+        "decode.throughput.value": 52.1446678926499,
+        "per_token.latency.mean": 0.019248261545957785,
+        "per_token.throughput.value": 51.952743764020816
+    }
+}

2024-06-19/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/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: 22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec
+  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

2024-06-19/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmp6fuewu1s/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmp6fuewu1s/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmp6fuewu1s/commit\=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec
+    - hydra.run.dir=_benchmark/tmp6fuewu1s/commit\=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/${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/tmp6fuewu1s/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/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

2024-06-19/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/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

2024-06-19/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark.log

@@ -0,0 +1 @@
+[ISOLATED-PROCESS][2024-06-19 02:34:57,630][process][ERROR] - 	+ Sending traceback to main process

2024-06-19/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/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": "22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec",
+        "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
+    }
+}

2024-06-19/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/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: 22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec
+  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

2024-06-19/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmp6fuewu1s/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmp6fuewu1s/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmp6fuewu1s/commit\=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec
+    - hydra.run.dir=_benchmark/tmp6fuewu1s/commit\=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/${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/tmp6fuewu1s/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/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

2024-06-19/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/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

2024-06-19/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/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": "22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec",
+            "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": 1753.98912,
+                "max_global_vram": 6793.199616,
+                "max_process_vram": 0.0,
+                "max_reserved": 6146.752512,
+                "max_allocated": 5036.936192
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 0.051860095977783204,
+                "mean": 0.025930047988891602,
+                "stdev": 0.003861440658569335,
+                "p50": 0.025930047988891602,
+                "p90": 0.02901920051574707,
+                "p95": 0.029405344581604004,
+                "p99": 0.02971425983428955,
+                "values": [
+                    0.029791488647460937,
+                    0.022068607330322267
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 269.95707848280074
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "decode": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1754.001408,
+                "max_global_vram": 6793.199616,
+                "max_process_vram": 0.0,
+                "max_reserved": 6146.752512,
+                "max_allocated": 5036.936704
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 5.20590576171875,
+                "mean": 2.602952880859375,
+                "stdev": 0.022719726562499876,
+                "p50": 2.602952880859375,
+                "p90": 2.621128662109375,
+                "p95": 2.6234006347656247,
+                "p99": 2.625218212890625,
+                "values": [
+                    2.625672607421875,
+                    2.580233154296875
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 48.79074105946569
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "per_token": {
+            "memory": null,
+            "latency": {
+                "unit": "s",
+                "count": 253,
+                "total": 5.205692440032958,
+                "mean": 0.020575859446770588,
+                "stdev": 0.0015052639092512589,
+                "p50": 0.020297727584838866,
+                "p90": 0.021364122009277346,
+                "p95": 0.021879602813720703,
+                "p99": 0.02286710784912108,
+                "values": [
+                    0.023555072784423828,
+                    0.022115327835083007,
+                    0.021965824127197265,
+                    0.02192793655395508,
+                    0.021755903244018555,
+                    0.021876735687255858,
+                    0.021615615844726564,
+                    0.021736448287963867,
+                    0.021910528182983398,
+                    0.022040576934814454,
+                    0.02188390350341797,
+                    0.021884927749633788,
+                    0.021164031982421876,
+                    0.021154815673828126,
+                    0.020999168395996092,
+                    0.02089472007751465,
+                    0.020786176681518553,
+                    0.021013504028320314,
+                    0.020700159072875975,
+                    0.02068889617919922,
+                    0.02086092758178711,
+                    0.02164121627807617,
+                    0.021696512222290038,
+                    0.021708799362182618,
+                    0.022232063293457033,
+                    0.0221265926361084,
+                    0.022041599273681642,
+                    0.020962303161621093,
+                    0.020975616455078124,
+                    0.020715520858764647,
+                    0.020956159591674805,
+                    0.020922367095947265,
+                    0.02106265640258789,
+                    0.02067967987060547,
+                    0.02088652801513672,
+                    0.020802560806274413,
+                    0.020757503509521484,
+                    0.02065510368347168,
+                    0.020738048553466795,
+                    0.02070528030395508,
+                    0.020602880477905275,
+                    0.02068377685546875,
+                    0.021164031982421876,
+                    0.024213504791259766,
+                    0.02149478340148926,
+                    0.020566015243530272,
+                    0.020513792037963868,
+                    0.021328895568847657,
+                    0.021816320419311523,
+                    0.021372928619384765,
+                    0.021223424911499023,
+                    0.021246976852416992,
+                    0.020215808868408205,
+                    0.020075519561767577,
+                    0.02006937599182129,
+                    0.0202926082611084,
+                    0.02029363250732422,
+                    0.02023321533203125,
+                    0.020279296875,
+                    0.020296703338623046,
+                    0.020320255279541014,
+                    0.02026905632019043,
+                    0.020348928451538087,
+                    0.020299776077270508,
+                    0.020297727584838866,
+                    0.02029465675354004,
+                    0.020151296615600587,
+                    0.02009600067138672,
+                    0.020121599197387697,
+                    0.0200949764251709,
+                    0.02005401611328125,
+                    0.02017791938781738,
+                    0.020312063217163084,
+                    0.020068351745605468,
+                    0.020092927932739257,
+                    0.02007961654663086,
+                    0.020091903686523437,
+                    0.020205568313598633,
+                    0.020307968139648438,
+                    0.020316160202026368,
+                    0.020108287811279296,
+                    0.02007347106933594,
+                    0.020107263565063475,
+                    0.02005299186706543,
+                    0.020067327499389647,
+                    0.02007961654663086,
+                    0.020105215072631837,
+                    0.02007347106933594,
+                    0.020076543807983398,
+                    0.02007859230041504,
+                    0.02011955261230469,
+                    0.02010419273376465,
+                    0.020141056060791016,
+                    0.020237312316894532,
+                    0.02030182456970215,
+                    0.020340736389160157,
+                    0.02030080032348633,
+                    0.02026905632019043,
+                    0.02028339195251465,
+                    0.020239360809326173,
+                    0.020273151397705077,
+                    0.02024448013305664,
+                    0.02028544044494629,
+                    0.020133888244628906,
+                    0.02009702491760254,
+                    0.020105215072631837,
+                    0.020099071502685546,
+                    0.020065280914306642,
+                    0.02007040023803711,
+                    0.020083711624145507,
+                    0.0200898551940918,
+                    0.020116479873657226,
+                    0.020118528366088868,
+                    0.02011136054992676,
+                    0.02026188850402832,
+                    0.020335615158081053,
+                    0.020162559509277343,
+                    0.020101119995117187,
+                    0.020093952178955078,
+                    0.020091903686523437,
+                    0.02007244873046875,
+                    0.02006630325317383,
+                    0.020133888244628906,
+                    0.020008960723876954,
+                    0.02007244873046875,
+                    0.020118528366088868,
+                    0.042534912109375,
+                    0.020374528884887694,
+                    0.020324352264404297,
+                    0.020324352264404297,
+                    0.020322303771972656,
+                    0.02032640075683594,
+                    0.02029363250732422,
+                    0.020306943893432617,
+                    0.020328447341918944,
+                    0.020340736389160157,
+                    0.02026905632019043,
+                    0.02029363250732422,
+                    0.020313087463378905,
+                    0.02029363250732422,
+                    0.020395008087158203,
+                    0.020329471588134765,
+                    0.020323328018188477,
+                    0.020298751831054687,
+                    0.020343807220458983,
+                    0.02026905632019043,
+                    0.020937728881835937,
+                    0.02128281593322754,
+                    0.020931583404541015,
+                    0.02079539108276367,
+                    0.020143104553222657,
+                    0.020102144241333008,
+                    0.020126720428466797,
+                    0.020206592559814454,
+                    0.020306943893432617,
+                    0.02024550437927246,
+                    0.020307968139648438,
+                    0.020248575210571287,
+                    0.020308000564575195,
+                    0.02031305694580078,
+                    0.02028339195251465,
+                    0.02030182456970215,
+                    0.020130815505981444,
+                    0.020092927932739257,
+                    0.02022400093078613,
+                    0.02007040023803711,
+                    0.020155391693115234,
+                    0.020074495315551756,
+                    0.020101119995117187,
+                    0.02007244873046875,
+                    0.0201308479309082,
+                    0.02012156867980957,
+                    0.020108287811279296,
+                    0.020207616806030275,
+                    0.02030182456970215,
+                    0.02025984001159668,
+                    0.02011238479614258,
+                    0.02009702491760254,
+                    0.020098079681396486,
+                    0.02006729507446289,
+                    0.020107263565063475,
+                    0.02008064079284668,
+                    0.02008883285522461,
+                    0.020109312057495117,
+                    0.020092927932739257,
+                    0.02007859230041504,
+                    0.02004991912841797,
+                    0.020063232421875,
+                    0.02012057685852051,
+                    0.020131839752197265,
+                    0.02009702491760254,
+                    0.020093984603881836,
+                    0.02011952018737793,
+                    0.020100095748901366,
+                    0.020304895401000975,
+                    0.020319232940673827,
+                    0.020279296875,
+                    0.020366336822509764,
+                    0.020307968139648438,
+                    0.020368383407592772,
+                    0.020313087463378905,
+                    0.020356128692626953,
+                    0.02034787178039551,
+                    0.020357120513916017,
+                    0.020349952697753908,
+                    0.020339712142944336,
+                    0.02064793586730957,
+                    0.020374528884887694,
+                    0.020304895401000975,
+                    0.020281343460083007,
+                    0.020236352920532226,
+                    0.02035500717163086,
+                    0.02028646469116211,
+                    0.020335615158081053,
+                    0.02030182456970215,
+                    0.020356096267700196,
+                    0.02030182456970215,
+                    0.02167296028137207,
+                    0.021374975204467773,
+                    0.02022400093078613,
+                    0.020378623962402344,
+                    0.020365312576293947,
+                    0.020358144760131838,
+                    0.020373504638671876,
+                    0.020338687896728515,
+                    0.020361215591430663,
+                    0.020381696701049806,
+                    0.020343807220458983,
+                    0.02023628807067871,
+                    0.020144128799438478,
+                    0.02007347106933594,
+                    0.020156415939331054,
+                    0.020132863998413086,
+                    0.020386816024780274,
+                    0.020139007568359374,
+                    0.020126720428466797,
+                    0.020146175384521483,
+                    0.020355072021484375,
+                    0.020332544326782227,
+                    0.02011238479614258,
+                    0.0200949764251709,
+                    0.02012876892089844,
+                    0.020115455627441405,
+                    0.020122623443603514,
+                    0.02028441619873047,
+                    0.021400575637817384,
+                    0.021150720596313476,
+                    0.021133312225341795,
+                    0.021090303421020508,
+                    0.020296703338623046,
+                    0.020340736389160157,
+                    0.020324352264404297,
+                    0.020340736389160157
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 48.60064302961359
+            },
+            "energy": null,
+            "efficiency": null
+        }
+    }
+}

2024-06-19/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/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": "22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec",
+        "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
+    }
+}

2024-06-19/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/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": 1753.98912,
+            "max_global_vram": 6793.199616,
+            "max_process_vram": 0.0,
+            "max_reserved": 6146.752512,
+            "max_allocated": 5036.936192
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 0.051860095977783204,
+            "mean": 0.025930047988891602,
+            "stdev": 0.003861440658569335,
+            "p50": 0.025930047988891602,
+            "p90": 0.02901920051574707,
+            "p95": 0.029405344581604004,
+            "p99": 0.02971425983428955,
+            "values": [
+                0.029791488647460937,
+                0.022068607330322267
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 269.95707848280074
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "decode": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1754.001408,
+            "max_global_vram": 6793.199616,
+            "max_process_vram": 0.0,
+            "max_reserved": 6146.752512,
+            "max_allocated": 5036.936704
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 5.20590576171875,
+            "mean": 2.602952880859375,
+            "stdev": 0.022719726562499876,
+            "p50": 2.602952880859375,
+            "p90": 2.621128662109375,
+            "p95": 2.6234006347656247,
+            "p99": 2.625218212890625,
+            "values": [
+                2.625672607421875,
+                2.580233154296875
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 48.79074105946569
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "per_token": {
+        "memory": null,
+        "latency": {
+            "unit": "s",
+            "count": 253,
+            "total": 5.205692440032958,
+            "mean": 0.020575859446770588,
+            "stdev": 0.0015052639092512589,
+            "p50": 0.020297727584838866,
+            "p90": 0.021364122009277346,
+            "p95": 0.021879602813720703,
+            "p99": 0.02286710784912108,
+            "values": [
+                0.023555072784423828,
+                0.022115327835083007,
+                0.021965824127197265,
+                0.02192793655395508,
+                0.021755903244018555,
+                0.021876735687255858,
+                0.021615615844726564,
+                0.021736448287963867,
+                0.021910528182983398,
+                0.022040576934814454,
+                0.02188390350341797,
+                0.021884927749633788,
+                0.021164031982421876,
+                0.021154815673828126,
+                0.020999168395996092,
+                0.02089472007751465,
+                0.020786176681518553,
+                0.021013504028320314,
+                0.020700159072875975,
+                0.02068889617919922,
+                0.02086092758178711,
+                0.02164121627807617,
+                0.021696512222290038,
+                0.021708799362182618,
+                0.022232063293457033,
+                0.0221265926361084,
+                0.022041599273681642,
+                0.020962303161621093,
+                0.020975616455078124,
+                0.020715520858764647,
+                0.020956159591674805,
+                0.020922367095947265,
+                0.02106265640258789,
+                0.02067967987060547,
+                0.02088652801513672,
+                0.020802560806274413,
+                0.020757503509521484,
+                0.02065510368347168,
+                0.020738048553466795,
+                0.02070528030395508,
+                0.020602880477905275,
+                0.02068377685546875,
+                0.021164031982421876,
+                0.024213504791259766,
+                0.02149478340148926,
+                0.020566015243530272,
+                0.020513792037963868,
+                0.021328895568847657,
+                0.021816320419311523,
+                0.021372928619384765,
+                0.021223424911499023,
+                0.021246976852416992,
+                0.020215808868408205,
+                0.020075519561767577,
+                0.02006937599182129,
+                0.0202926082611084,
+                0.02029363250732422,
+                0.02023321533203125,
+                0.020279296875,
+                0.020296703338623046,
+                0.020320255279541014,
+                0.02026905632019043,
+                0.020348928451538087,
+                0.020299776077270508,
+                0.020297727584838866,
+                0.02029465675354004,
+                0.020151296615600587,
+                0.02009600067138672,
+                0.020121599197387697,
+                0.0200949764251709,
+                0.02005401611328125,
+                0.02017791938781738,
+                0.020312063217163084,
+                0.020068351745605468,
+                0.020092927932739257,
+                0.02007961654663086,
+                0.020091903686523437,
+                0.020205568313598633,
+                0.020307968139648438,
+                0.020316160202026368,
+                0.020108287811279296,
+                0.02007347106933594,
+                0.020107263565063475,
+                0.02005299186706543,
+                0.020067327499389647,
+                0.02007961654663086,
+                0.020105215072631837,
+                0.02007347106933594,
+                0.020076543807983398,
+                0.02007859230041504,
+                0.02011955261230469,
+                0.02010419273376465,
+                0.020141056060791016,
+                0.020237312316894532,
+                0.02030182456970215,
+                0.020340736389160157,
+                0.02030080032348633,
+                0.02026905632019043,
+                0.02028339195251465,
+                0.020239360809326173,
+                0.020273151397705077,
+                0.02024448013305664,
+                0.02028544044494629,
+                0.020133888244628906,
+                0.02009702491760254,
+                0.020105215072631837,
+                0.020099071502685546,
+                0.020065280914306642,
+                0.02007040023803711,
+                0.020083711624145507,
+                0.0200898551940918,
+                0.020116479873657226,
+                0.020118528366088868,
+                0.02011136054992676,
+                0.02026188850402832,
+                0.020335615158081053,
+                0.020162559509277343,
+                0.020101119995117187,
+                0.020093952178955078,
+                0.020091903686523437,
+                0.02007244873046875,
+                0.02006630325317383,
+                0.020133888244628906,
+                0.020008960723876954,
+                0.02007244873046875,
+                0.020118528366088868,
+                0.042534912109375,
+                0.020374528884887694,
+                0.020324352264404297,
+                0.020324352264404297,
+                0.020322303771972656,
+                0.02032640075683594,
+                0.02029363250732422,
+                0.020306943893432617,
+                0.020328447341918944,
+                0.020340736389160157,
+                0.02026905632019043,
+                0.02029363250732422,
+                0.020313087463378905,
+                0.02029363250732422,
+                0.020395008087158203,
+                0.020329471588134765,
+                0.020323328018188477,
+                0.020298751831054687,
+                0.020343807220458983,
+                0.02026905632019043,
+                0.020937728881835937,
+                0.02128281593322754,
+                0.020931583404541015,
+                0.02079539108276367,
+                0.020143104553222657,
+                0.020102144241333008,
+                0.020126720428466797,
+                0.020206592559814454,
+                0.020306943893432617,
+                0.02024550437927246,
+                0.020307968139648438,
+                0.020248575210571287,
+                0.020308000564575195,
+                0.02031305694580078,
+                0.02028339195251465,
+                0.02030182456970215,
+                0.020130815505981444,
+                0.020092927932739257,
+                0.02022400093078613,
+                0.02007040023803711,
+                0.020155391693115234,
+                0.020074495315551756,
+                0.020101119995117187,
+                0.02007244873046875,
+                0.0201308479309082,
+                0.02012156867980957,
+                0.020108287811279296,
+                0.020207616806030275,
+                0.02030182456970215,
+                0.02025984001159668,
+                0.02011238479614258,
+                0.02009702491760254,
+                0.020098079681396486,
+                0.02006729507446289,
+                0.020107263565063475,
+                0.02008064079284668,
+                0.02008883285522461,
+                0.020109312057495117,
+                0.020092927932739257,
+                0.02007859230041504,
+                0.02004991912841797,
+                0.020063232421875,
+                0.02012057685852051,
+                0.020131839752197265,
+                0.02009702491760254,
+                0.020093984603881836,
+                0.02011952018737793,
+                0.020100095748901366,
+                0.020304895401000975,
+                0.020319232940673827,
+                0.020279296875,
+                0.020366336822509764,
+                0.020307968139648438,
+                0.020368383407592772,
+                0.020313087463378905,
+                0.020356128692626953,
+                0.02034787178039551,
+                0.020357120513916017,
+                0.020349952697753908,
+                0.020339712142944336,
+                0.02064793586730957,
+                0.020374528884887694,
+                0.020304895401000975,
+                0.020281343460083007,
+                0.020236352920532226,
+                0.02035500717163086,
+                0.02028646469116211,
+                0.020335615158081053,
+                0.02030182456970215,
+                0.020356096267700196,
+                0.02030182456970215,
+                0.02167296028137207,
+                0.021374975204467773,
+                0.02022400093078613,
+                0.020378623962402344,
+                0.020365312576293947,
+                0.020358144760131838,
+                0.020373504638671876,
+                0.020338687896728515,
+                0.020361215591430663,
+                0.020381696701049806,
+                0.020343807220458983,
+                0.02023628807067871,
+                0.020144128799438478,
+                0.02007347106933594,
+                0.020156415939331054,
+                0.020132863998413086,
+                0.020386816024780274,
+                0.020139007568359374,
+                0.020126720428466797,
+                0.020146175384521483,
+                0.020355072021484375,
+                0.020332544326782227,
+                0.02011238479614258,
+                0.0200949764251709,
+                0.02012876892089844,
+                0.020115455627441405,
+                0.020122623443603514,
+                0.02028441619873047,
+                0.021400575637817384,
+                0.021150720596313476,
+                0.021133312225341795,
+                0.021090303421020508,
+                0.020296703338623046,
+                0.020340736389160157,
+                0.020324352264404297,
+                0.020340736389160157
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 48.60064302961359
+        },
+        "energy": null,
+        "efficiency": null
+    }
+}

2024-06-19/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/summary.json

@@ -0,0 +1,13 @@
+{
+    "model": "google/gemma-2b",
+    "commit": "22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec",
+    "config": "backend.cache_implementation=static,backend.torch_compile=False",
+    "metrics": {
+        "prefill.latency.mean": 0.025930047988891602,
+        "prefill.throughput.value": 269.95707848280074,
+        "decode.latency.mean": 2.602952880859375,
+        "decode.throughput.value": 48.79074105946569,
+        "per_token.latency.mean": 0.020575859446770588,
+        "per_token.throughput.value": 48.60064302961359
+    }
+}

2024-06-19/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/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: 22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec
+  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

2024-06-19/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmp6fuewu1s/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmp6fuewu1s/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmp6fuewu1s/commit\=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec
+    - hydra.run.dir=_benchmark/tmp6fuewu1s/commit\=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/${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/tmp6fuewu1s/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/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

2024-06-19/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/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

2024-06-19/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/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": "22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec",
+            "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": 1918.640128,
+                "max_global_vram": 6094.848,
+                "max_process_vram": 0.0,
+                "max_reserved": 5379.19488,
+                "max_allocated": 5021.251584
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 0.028458623886108397,
+                "mean": 0.014229311943054199,
+                "stdev": 0.0002845439910888672,
+                "p50": 0.014229311943054199,
+                "p90": 0.014456947135925293,
+                "p95": 0.014485401535034179,
+                "p99": 0.014508165054321289,
+                "values": [
+                    0.014513855934143066,
+                    0.013944767951965331
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 491.9422687487664
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "decode": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 2262.540288,
+                "max_global_vram": 8907.128832,
+                "max_process_vram": 0.0,
+                "max_reserved": 5379.19488,
+                "max_allocated": 5027.089408
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 3.1481312255859377,
+                "mean": 1.5740656127929689,
+                "stdev": 0.01655999755859383,
+                "p50": 1.5740656127929689,
+                "p90": 1.5873136108398438,
+                "p95": 1.5889696105957032,
+                "p99": 1.5902944104003907,
+                "values": [
+                    1.5906256103515626,
+                    1.557505615234375
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 80.68278664359835
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "per_token": {
+            "memory": null,
+            "latency": {
+                "unit": "s",
+                "count": 253,
+                "total": 3.1491850204467755,
+                "mean": 0.01244737162231928,
+                "stdev": 0.0009020253063466917,
+                "p50": 0.01227673625946045,
+                "p90": 0.012713574028015137,
+                "p95": 0.01273016300201416,
+                "p99": 0.012817694702148438,
+                "values": [
+                    0.012660736083984376,
+                    0.012681216239929198,
+                    0.01278771209716797,
+                    0.012776448249816894,
+                    0.012670975685119629,
+                    0.012741632461547851,
+                    0.012703743934631348,
+                    0.012752896308898925,
+                    0.01268838405609131,
+                    0.012711935997009278,
+                    0.012669952392578124,
+                    0.012719103813171387,
+                    0.012658687591552734,
+                    0.012703743934631348,
+                    0.012679167747497559,
+                    0.012724224090576173,
+                    0.012707839965820313,
+                    0.012722175598144531,
+                    0.012702719688415527,
+                    0.012727295875549317,
+                    0.01265664005279541,
+                    0.012709888458251953,
+                    0.01268019199371338,
+                    0.012725248336791992,
+                    0.012722175598144531,
+                    0.012708864212036132,
+                    0.01266380786895752,
+                    0.012724224090576173,
+                    0.012669952392578124,
+                    0.01274060821533203,
+                    0.012692480087280274,
+                    0.012713983535766601,
+                    0.012667903900146485,
+                    0.012689408302307128,
+                    0.012637184143066407,
+                    0.0126310396194458,
+                    0.012660736083984376,
+                    0.012701696395874023,
+                    0.012645376205444337,
+                    0.012701696395874023,
+                    0.01262284755706787,
+                    0.012734463691711426,
+                    0.012722175598144531,
+                    0.012725248336791992,
+                    0.012696576118469239,
+                    0.012724224090576173,
+                    0.012646400451660156,
+                    0.0127457275390625,
+                    0.012710911750793457,
+                    0.012735487937927246,
+                    0.01265664005279541,
+                    0.012710911750793457,
+                    0.012675071716308594,
+                    0.012735487937927246,
+                    0.012658687591552734,
+                    0.012723199844360352,
+                    0.012678144454956054,
+                    0.012751872062683106,
+                    0.012682239532470703,
+                    0.012726271629333496,
+                    0.01267199993133545,
+                    0.012700672149658204,
+                    0.012660736083984376,
+                    0.012699647903442383,
+                    0.012592127799987793,
+                    0.012612607955932617,
+                    0.012456959724426269,
+                    0.012705792427062988,
+                    0.012298239707946777,
+                    0.012421119689941406,
+                    0.012484607696533203,
+                    0.012527615547180175,
+                    0.012682239532470703,
+                    0.01285632038116455,
+                    0.012585984230041505,
+                    0.012495871543884277,
+                    0.01264742374420166,
+                    0.012443648338317872,
+                    0.012412927627563476,
+                    0.012309503555297852,
+                    0.012279808044433594,
+                    0.012313599586486817,
+                    0.01225830364227295,
+                    0.012279808044433594,
+                    0.01225216007232666,
+                    0.012262399673461915,
+                    0.012231679916381836,
+                    0.012278783798217773,
+                    0.01222758388519287,
+                    0.012285951614379884,
+                    0.012226559638977052,
+                    0.012270591735839843,
+                    0.012224512100219726,
+                    0.012285951614379884,
+                    0.01222758388519287,
+                    0.012280832290649414,
+                    0.012259327888488769,
+                    0.012301312446594239,
+                    0.012223551750183106,
+                    0.012269503593444824,
+                    0.012232704162597656,
+                    0.012267519950866699,
+                    0.012232704162597656,
+                    0.012272640228271485,
+                    0.012226559638977052,
+                    0.012263423919677734,
+                    0.012232704162597656,
+                    0.012285951614379884,
+                    0.0122357759475708,
+                    0.012267583847045899,
+                    0.012242879867553711,
+                    0.012336128234863282,
+                    0.012477439880371094,
+                    0.012446720123291016,
+                    0.01226854419708252,
+                    0.012278783798217773,
+                    0.01225011157989502,
+                    0.012273664474487305,
+                    0.012244992256164551,
+                    0.012278783798217773,
+                    0.012239871978759765,
+                    0.01226854419708252,
+                    0.012257280349731446,
+                    0.012297216415405274,
+                    0.012230655670166016,
+                    0.012292096138000488,
+                    0.026411008834838868,
+                    0.01224396800994873,
+                    0.012285951614379884,
+                    0.01223475170135498,
+                    0.012279808044433594,
+                    0.012228608131408691,
+                    0.012303359985351562,
+                    0.012239871978759765,
+                    0.012270591735839843,
+                    0.012241920471191407,
+                    0.012275712013244629,
+                    0.012228608131408691,
+                    0.01227673625946045,
+                    0.01223475170135498,
+                    0.012271615982055664,
+                    0.012225536346435547,
+                    0.012271615982055664,
+                    0.012247103691101074,
+                    0.012271552085876465,
+                    0.012236800193786621,
+                    0.012274687767028808,
+                    0.012244992256164551,
+                    0.012309503555297852,
+                    0.012229632377624512,
+                    0.012270591735839843,
+                    0.012246015548706055,
+                    0.012275712013244629,
+                    0.012238847732543945,
+                    0.012270591735839843,
+                    0.012225536346435547,
+                    0.012272640228271485,
+                    0.012264448165893555,
+                    0.012292096138000488,
+                    0.012230655670166016,
+                    0.012274687767028808,
+                    0.012224543571472167,
+                    0.012283871650695801,
+                    0.01224294376373291,
+                    0.01226956844329834,
+                    0.012220416069030762,
+                    0.012267519950866699,
+                    0.01224396800994873,
+                    0.012281855583190919,
+                    0.012231679916381836,
+                    0.012263423919677734,
+                    0.012226559638977052,
+                    0.012277759552001954,
+                    0.012222463607788087,
+                    0.01227673625946045,
+                    0.012217344284057617,
+                    0.012271615982055664,
+                    0.012221440315246582,
+                    0.012291071891784668,
+                    0.012241920471191407,
+                    0.01226956844329834,
+                    0.012229632377624512,
+                    0.012272640228271485,
+                    0.012233728408813477,
+                    0.012278783798217773,
+                    0.012216320037841797,
+                    0.012265472412109376,
+                    0.012223487854003906,
+                    0.012275712013244629,
+                    0.012232704162597656,
+                    0.012279808044433594,
+                    0.01223475170135498,
+                    0.01226956844329834,
+                    0.012220416069030762,
+                    0.012291071891784668,
+                    0.012237824440002442,
+                    0.012280832290649414,
+                    0.012231679916381836,
+                    0.012271615982055664,
+                    0.012236800193786621,
+                    0.012266495704650878,
+                    0.012214271545410157,
+                    0.012272640228271485,
+                    0.01221939182281494,
+                    0.012288000106811523,
+                    0.012237824440002442,
+                    0.012347392082214356,
+                    0.01233510398864746,
+                    0.012850175857543946,
+                    0.012255231857299804,
+                    0.012300288200378418,
+                    0.012240896224975586,
+                    0.01228492832183838,
+                    0.012236800193786621,
+                    0.012275712013244629,
+                    0.012231679916381836,
+                    0.012289024353027344,
+                    0.012221440315246582,
+                    0.012283904075622559,
+                    0.012230655670166016,
+                    0.012281855583190919,
+                    0.012236800193786621,
+                    0.012283904075622559,
+                    0.012257280349731446,
+                    0.012272640228271485,
+                    0.012225536346435547,
+                    0.012286975860595703,
+                    0.0122357759475708,
+                    0.012266495704650878,
+                    0.012216320037841797,
+                    0.012274687767028808,
+                    0.01225011157989502,
+                    0.012266495704650878,
+                    0.012232704162597656,
+                    0.012271615982055664,
+                    0.012228608131408691,
+                    0.012271615982055664,
+                    0.012248064041137695,
+                    0.012321791648864745,
+                    0.012278783798217773,
+                    0.01227673625946045,
+                    0.012236800193786621,
+                    0.012290047645568849,
+                    0.012233728408813477,
+                    0.012274687767028808,
+                    0.012231679916381836,
+                    0.012273664474487305,
+                    0.012232704162597656,
+                    0.012298239707946777,
+                    0.01222867202758789,
+                    0.012271552085876465,
+                    0.01223475170135498,
+                    0.012278783798217773
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 80.33824572304952
+            },
+            "energy": null,
+            "efficiency": null
+        }
+    }
+}

2024-06-19/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/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": "22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec",
+        "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
+    }
+}

2024-06-19/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/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": 1918.640128,
+            "max_global_vram": 6094.848,
+            "max_process_vram": 0.0,
+            "max_reserved": 5379.19488,
+            "max_allocated": 5021.251584
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 0.028458623886108397,
+            "mean": 0.014229311943054199,
+            "stdev": 0.0002845439910888672,
+            "p50": 0.014229311943054199,
+            "p90": 0.014456947135925293,
+            "p95": 0.014485401535034179,
+            "p99": 0.014508165054321289,
+            "values": [
+                0.014513855934143066,
+                0.013944767951965331
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 491.9422687487664
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "decode": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 2262.540288,
+            "max_global_vram": 8907.128832,
+            "max_process_vram": 0.0,
+            "max_reserved": 5379.19488,
+            "max_allocated": 5027.089408
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 3.1481312255859377,
+            "mean": 1.5740656127929689,
+            "stdev": 0.01655999755859383,
+            "p50": 1.5740656127929689,
+            "p90": 1.5873136108398438,
+            "p95": 1.5889696105957032,
+            "p99": 1.5902944104003907,
+            "values": [
+                1.5906256103515626,
+                1.557505615234375
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 80.68278664359835
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "per_token": {
+        "memory": null,
+        "latency": {
+            "unit": "s",
+            "count": 253,
+            "total": 3.1491850204467755,
+            "mean": 0.01244737162231928,
+            "stdev": 0.0009020253063466917,
+            "p50": 0.01227673625946045,
+            "p90": 0.012713574028015137,
+            "p95": 0.01273016300201416,
+            "p99": 0.012817694702148438,
+            "values": [
+                0.012660736083984376,
+                0.012681216239929198,
+                0.01278771209716797,
+                0.012776448249816894,
+                0.012670975685119629,
+                0.012741632461547851,
+                0.012703743934631348,
+                0.012752896308898925,
+                0.01268838405609131,
+                0.012711935997009278,
+                0.012669952392578124,
+                0.012719103813171387,
+                0.012658687591552734,
+                0.012703743934631348,
+                0.012679167747497559,
+                0.012724224090576173,
+                0.012707839965820313,
+                0.012722175598144531,
+                0.012702719688415527,
+                0.012727295875549317,
+                0.01265664005279541,
+                0.012709888458251953,
+                0.01268019199371338,
+                0.012725248336791992,
+                0.012722175598144531,
+                0.012708864212036132,
+                0.01266380786895752,
+                0.012724224090576173,
+                0.012669952392578124,
+                0.01274060821533203,
+                0.012692480087280274,
+                0.012713983535766601,
+                0.012667903900146485,
+                0.012689408302307128,
+                0.012637184143066407,
+                0.0126310396194458,
+                0.012660736083984376,
+                0.012701696395874023,
+                0.012645376205444337,
+                0.012701696395874023,
+                0.01262284755706787,
+                0.012734463691711426,
+                0.012722175598144531,
+                0.012725248336791992,
+                0.012696576118469239,
+                0.012724224090576173,
+                0.012646400451660156,
+                0.0127457275390625,
+                0.012710911750793457,
+                0.012735487937927246,
+                0.01265664005279541,
+                0.012710911750793457,
+                0.012675071716308594,
+                0.012735487937927246,
+                0.012658687591552734,
+                0.012723199844360352,
+                0.012678144454956054,
+                0.012751872062683106,
+                0.012682239532470703,
+                0.012726271629333496,
+                0.01267199993133545,
+                0.012700672149658204,
+                0.012660736083984376,
+                0.012699647903442383,
+                0.012592127799987793,
+                0.012612607955932617,
+                0.012456959724426269,
+                0.012705792427062988,
+                0.012298239707946777,
+                0.012421119689941406,
+                0.012484607696533203,
+                0.012527615547180175,
+                0.012682239532470703,
+                0.01285632038116455,
+                0.012585984230041505,
+                0.012495871543884277,
+                0.01264742374420166,
+                0.012443648338317872,
+                0.012412927627563476,
+                0.012309503555297852,
+                0.012279808044433594,
+                0.012313599586486817,
+                0.01225830364227295,
+                0.012279808044433594,
+                0.01225216007232666,
+                0.012262399673461915,
+                0.012231679916381836,
+                0.012278783798217773,
+                0.01222758388519287,
+                0.012285951614379884,
+                0.012226559638977052,
+                0.012270591735839843,
+                0.012224512100219726,
+                0.012285951614379884,
+                0.01222758388519287,
+                0.012280832290649414,
+                0.012259327888488769,
+                0.012301312446594239,
+                0.012223551750183106,
+                0.012269503593444824,
+                0.012232704162597656,
+                0.012267519950866699,
+                0.012232704162597656,
+                0.012272640228271485,
+                0.012226559638977052,
+                0.012263423919677734,
+                0.012232704162597656,
+                0.012285951614379884,
+                0.0122357759475708,
+                0.012267583847045899,
+                0.012242879867553711,
+                0.012336128234863282,
+                0.012477439880371094,
+                0.012446720123291016,
+                0.01226854419708252,
+                0.012278783798217773,
+                0.01225011157989502,
+                0.012273664474487305,
+                0.012244992256164551,
+                0.012278783798217773,
+                0.012239871978759765,
+                0.01226854419708252,
+                0.012257280349731446,
+                0.012297216415405274,
+                0.012230655670166016,
+                0.012292096138000488,
+                0.026411008834838868,
+                0.01224396800994873,
+                0.012285951614379884,
+                0.01223475170135498,
+                0.012279808044433594,
+                0.012228608131408691,
+                0.012303359985351562,
+                0.012239871978759765,
+                0.012270591735839843,
+                0.012241920471191407,
+                0.012275712013244629,
+                0.012228608131408691,
+                0.01227673625946045,
+                0.01223475170135498,
+                0.012271615982055664,
+                0.012225536346435547,
+                0.012271615982055664,
+                0.012247103691101074,
+                0.012271552085876465,
+                0.012236800193786621,
+                0.012274687767028808,
+                0.012244992256164551,
+                0.012309503555297852,
+                0.012229632377624512,
+                0.012270591735839843,
+                0.012246015548706055,
+                0.012275712013244629,
+                0.012238847732543945,
+                0.012270591735839843,
+                0.012225536346435547,
+                0.012272640228271485,
+                0.012264448165893555,
+                0.012292096138000488,
+                0.012230655670166016,
+                0.012274687767028808,
+                0.012224543571472167,
+                0.012283871650695801,
+                0.01224294376373291,
+                0.01226956844329834,
+                0.012220416069030762,
+                0.012267519950866699,
+                0.01224396800994873,
+                0.012281855583190919,
+                0.012231679916381836,
+                0.012263423919677734,
+                0.012226559638977052,
+                0.012277759552001954,
+                0.012222463607788087,
+                0.01227673625946045,
+                0.012217344284057617,
+                0.012271615982055664,
+                0.012221440315246582,
+                0.012291071891784668,
+                0.012241920471191407,
+                0.01226956844329834,
+                0.012229632377624512,
+                0.012272640228271485,
+                0.012233728408813477,
+                0.012278783798217773,
+                0.012216320037841797,
+                0.012265472412109376,
+                0.012223487854003906,
+                0.012275712013244629,
+                0.012232704162597656,
+                0.012279808044433594,
+                0.01223475170135498,
+                0.01226956844329834,
+                0.012220416069030762,
+                0.012291071891784668,
+                0.012237824440002442,
+                0.012280832290649414,
+                0.012231679916381836,
+                0.012271615982055664,
+                0.012236800193786621,
+                0.012266495704650878,
+                0.012214271545410157,
+                0.012272640228271485,
+                0.01221939182281494,
+                0.012288000106811523,
+                0.012237824440002442,
+                0.012347392082214356,
+                0.01233510398864746,
+                0.012850175857543946,
+                0.012255231857299804,
+                0.012300288200378418,
+                0.012240896224975586,
+                0.01228492832183838,
+                0.012236800193786621,
+                0.012275712013244629,
+                0.012231679916381836,
+                0.012289024353027344,
+                0.012221440315246582,
+                0.012283904075622559,
+                0.012230655670166016,
+                0.012281855583190919,
+                0.012236800193786621,
+                0.012283904075622559,
+                0.012257280349731446,
+                0.012272640228271485,
+                0.012225536346435547,
+                0.012286975860595703,
+                0.0122357759475708,
+                0.012266495704650878,
+                0.012216320037841797,
+                0.012274687767028808,
+                0.01225011157989502,
+                0.012266495704650878,
+                0.012232704162597656,
+                0.012271615982055664,
+                0.012228608131408691,
+                0.012271615982055664,
+                0.012248064041137695,
+                0.012321791648864745,
+                0.012278783798217773,
+                0.01227673625946045,
+                0.012236800193786621,
+                0.012290047645568849,
+                0.012233728408813477,
+                0.012274687767028808,
+                0.012231679916381836,
+                0.012273664474487305,
+                0.012232704162597656,
+                0.012298239707946777,
+                0.01222867202758789,
+                0.012271552085876465,
+                0.01223475170135498,
+                0.012278783798217773
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 80.33824572304952
+        },
+        "energy": null,
+        "efficiency": null
+    }
+}

2024-06-19/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/summary.json

@@ -0,0 +1,13 @@
+{
+    "model": "google/gemma-2b",
+    "commit": "22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec",
+    "config": "backend.cache_implementation=static,backend.torch_compile=True",
+    "metrics": {
+        "prefill.latency.mean": 0.014229311943054199,
+        "prefill.throughput.value": 491.9422687487664,
+        "decode.latency.mean": 1.5740656127929689,
+        "decode.throughput.value": 80.68278664359835,
+        "per_token.latency.mean": 0.01244737162231928,
+        "per_token.throughput.value": 80.33824572304952
+    }
+}

2024-06-19/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/multirun.yaml

@@ -0,0 +1,232 @@
+hydra:
+  run:
+    dir: _benchmark/tmp6fuewu1s/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmp6fuewu1s/commit=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmp6fuewu1s/commit\=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec
+    - hydra.run.dir=_benchmark/tmp6fuewu1s/commit\=22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec/${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: 22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec
+  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

2024-06-19/summaries.json

@@ -0,0 +1,41 @@
+[
+    {
+        "model": "google/gemma-2b",
+        "commit": "22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec",
+        "config": "backend.cache_implementation=null,backend.torch_compile=False",
+        "metrics": {
+            "prefill.latency.mean": 0.02068830394744873,
+            "prefill.throughput.value": 338.35543105809967,
+            "decode.latency.mean": 2.4355318603515625,
+            "decode.throughput.value": 52.1446678926499,
+            "per_token.latency.mean": 0.019248261545957785,
+            "per_token.throughput.value": 51.952743764020816
+        }
+    },
+    {
+        "model": "google/gemma-2b",
+        "commit": "22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec",
+        "config": "backend.cache_implementation=static,backend.torch_compile=False",
+        "metrics": {
+            "prefill.latency.mean": 0.025930047988891602,
+            "prefill.throughput.value": 269.95707848280074,
+            "decode.latency.mean": 2.602952880859375,
+            "decode.throughput.value": 48.79074105946569,
+            "per_token.latency.mean": 0.020575859446770588,
+            "per_token.throughput.value": 48.60064302961359
+        }
+    },
+    {
+        "model": "google/gemma-2b",
+        "commit": "22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec",
+        "config": "backend.cache_implementation=static,backend.torch_compile=True",
+        "metrics": {
+            "prefill.latency.mean": 0.014229311943054199,
+            "prefill.throughput.value": 491.9422687487664,
+            "decode.latency.mean": 1.5740656127929689,
+            "decode.throughput.value": 80.68278664359835,
+            "per_token.latency.mean": 0.01244737162231928,
+            "per_token.throughput.value": 80.33824572304952
+        }
+    }
+]

2024-06-19/summary.json

@@ -0,0 +1,40 @@
+{
+    "google/gemma-2b": {
+        "backend.cache_implementation=null,backend.torch_compile=False": {
+            "22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec": {
+                "metrics": {
+                    "prefill.latency.mean": 0.02068830394744873,
+                    "prefill.throughput.value": 338.35543105809967,
+                    "decode.latency.mean": 2.4355318603515625,
+                    "decode.throughput.value": 52.1446678926499,
+                    "per_token.latency.mean": 0.019248261545957785,
+                    "per_token.throughput.value": 51.952743764020816
+                }
+            }
+        },
+        "backend.cache_implementation=static,backend.torch_compile=False": {
+            "22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec": {
+                "metrics": {
+                    "prefill.latency.mean": 0.025930047988891602,
+                    "prefill.throughput.value": 269.95707848280074,
+                    "decode.latency.mean": 2.602952880859375,
+                    "decode.throughput.value": 48.79074105946569,
+                    "per_token.latency.mean": 0.020575859446770588,
+                    "per_token.throughput.value": 48.60064302961359
+                }
+            }
+        },
+        "backend.cache_implementation=static,backend.torch_compile=True": {
+            "22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec": {
+                "metrics": {
+                    "prefill.latency.mean": 0.014229311943054199,
+                    "prefill.throughput.value": 491.9422687487664,
+                    "decode.latency.mean": 1.5740656127929689,
+                    "decode.throughput.value": 80.68278664359835,
+                    "per_token.latency.mean": 0.01244737162231928,
+                    "per_token.throughput.value": 80.33824572304952
+                }
+            }
+        }
+    }
+}