Upload folder using huggingface_hub

2024-08-23/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/config.yaml

@@ -0,0 +1,93 @@
+name: pytorch_generate
+backend:
+  name: pytorch
+  version: 2.4.0+cu121
+  _target_: optimum_benchmark.backends.pytorch.backend.PyTorchBackend
+  task: null
+  library: null
+  model_type: 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: {}
+  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
+  memory: true
+  latency: 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
+  numactl: false
+  numactl_kwargs: {}
+  start_method: spawn
+environment:
+  cpu: ' AMD EPYC 7R32'
+  cpu_count: 16
+  cpu_ram_mb: 66697.252864
+  system: Linux
+  machine: x86_64
+  platform: Linux-5.10.223-211.872.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: 0.4.0
+  optimum_benchmark_commit: null
+  transformers_version: 4.45.0.dev0
+  transformers_commit: 22e6f145259c4e9e156a3f846fad14b1cddfae4f
+  accelerate_version: 0.34.0.dev0
+  accelerate_commit: null
+  diffusers_version: null
+  diffusers_commit: null
+  optimum_version: 1.22.0.dev0
+  optimum_commit: null
+  timm_version: 0.9.16
+  timm_commit: null
+  peft_version: 0.12.1.dev0
+  peft_commit: null

2024-08-23/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmpu7jyu3dp/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmpu7jyu3dp/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmpu7jyu3dp/commit\=22e6f145259c4e9e156a3f846fad14b1cddfae4f
+    - hydra.run.dir=_benchmark/tmpu7jyu3dp/commit\=22e6f145259c4e9e156a3f846fad14b1cddfae4f/${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/tmpu7jyu3dp/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f/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

2024-08-23/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f/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

2024-08-23/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark.json

@@ -0,0 +1,473 @@
+{
+    "config": {
+        "name": "pytorch_generate",
+        "backend": {
+            "name": "pytorch",
+            "version": "2.4.0+cu121",
+            "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+            "task": "text-generation",
+            "library": "transformers",
+            "model_type": "gemma",
+            "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": {},
+            "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,
+            "memory": true,
+            "latency": 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",
+            "numactl": false,
+            "numactl_kwargs": {},
+            "start_method": "spawn"
+        },
+        "environment": {
+            "cpu": " AMD EPYC 7R32",
+            "cpu_count": 16,
+            "cpu_ram_mb": 66697.252864,
+            "system": "Linux",
+            "machine": "x86_64",
+            "platform": "Linux-5.10.223-211.872.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": "0.4.0",
+            "optimum_benchmark_commit": null,
+            "transformers_version": "4.45.0.dev0",
+            "transformers_commit": "22e6f145259c4e9e156a3f846fad14b1cddfae4f",
+            "accelerate_version": "0.34.0.dev0",
+            "accelerate_commit": null,
+            "diffusers_version": null,
+            "diffusers_commit": null,
+            "optimum_version": "1.22.0.dev0",
+            "optimum_commit": null,
+            "timm_version": "0.9.16",
+            "timm_commit": null,
+            "peft_version": "0.12.1.dev0",
+            "peft_commit": null
+        }
+    },
+    "report": {
+        "load": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1317.933056,
+                "max_global_vram": 6768.033792,
+                "max_process_vram": 0.0,
+                "max_reserved": 6138.363904,
+                "max_allocated": 6060.931072
+            },
+            "latency": {
+                "unit": "s",
+                "count": 1,
+                "total": 12.403734375,
+                "mean": 12.403734375,
+                "stdev": 0.0,
+                "p50": 12.403734375,
+                "p90": 12.403734375,
+                "p95": 12.403734375,
+                "p99": 12.403734375,
+                "values": [
+                    12.403734375
+                ]
+            },
+            "throughput": null,
+            "energy": null,
+            "efficiency": null
+        },
+        "prefill": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1757.687808,
+                "max_global_vram": 6789.005312,
+                "max_process_vram": 0.0,
+                "max_reserved": 6142.558208,
+                "max_allocated": 5028.431872
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 0.039689697265625,
+                "mean": 0.0198448486328125,
+                "stdev": 1.7744064331054465e-05,
+                "p50": 0.0198448486328125,
+                "p90": 0.019859043884277342,
+                "p95": 0.019860818290710448,
+                "p99": 0.019862237815856932,
+                "values": [
+                    0.019827104568481444,
+                    0.019862592697143553
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 352.73637655395555
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "decode": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1811.935232,
+                "max_global_vram": 6793.199616,
+                "max_process_vram": 0.0,
+                "max_reserved": 6146.752512,
+                "max_allocated": 5031.801344
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 5.000026611328125,
+                "mean": 2.5000133056640625,
+                "stdev": 0.030035766601562486,
+                "p50": 2.5000133056640625,
+                "p90": 2.5240419189453127,
+                "p95": 2.527045495605469,
+                "p99": 2.5294483569335937,
+                "values": [
+                    2.4699775390625,
+                    2.530049072265625
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 50.799729630345226
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "per_token": {
+            "memory": null,
+            "latency": {
+                "unit": "s",
+                "count": 254,
+                "total": 4.999704586029055,
+                "mean": 0.019683876322949025,
+                "stdev": 0.0006076941995607198,
+                "p50": 0.019528192520141603,
+                "p90": 0.020528537368774413,
+                "p95": 0.02058480634689331,
+                "p99": 0.020735830039978028,
+                "values": [
+                    0.019166208267211913,
+                    0.018974720001220705,
+                    0.019112960815429687,
+                    0.019164159774780275,
+                    0.01944576072692871,
+                    0.01969254493713379,
+                    0.01964851188659668,
+                    0.019777536392211914,
+                    0.019734527587890623,
+                    0.01967513656616211,
+                    0.01985945510864258,
+                    0.01902899169921875,
+                    0.01904537582397461,
+                    0.019208192825317383,
+                    0.01921331214904785,
+                    0.019610624313354492,
+                    0.01984716796875,
+                    0.019106815338134766,
+                    0.01928704071044922,
+                    0.019614719390869142,
+                    0.01969152069091797,
+                    0.01985024070739746,
+                    0.01965772819519043,
+                    0.01965260887145996,
+                    0.01965158462524414,
+                    0.01909350395202637,
+                    0.01922047996520996,
+                    0.019062784194946288,
+                    0.018994176864624023,
+                    0.01904947280883789,
+                    0.01906073570251465,
+                    0.019091455459594727,
+                    0.01906790351867676,
+                    0.01906892776489258,
+                    0.019307519912719725,
+                    0.020107263565063475,
+                    0.019791872024536132,
+                    0.019176448822021484,
+                    0.019353599548339845,
+                    0.01908121681213379,
+                    0.01902592086791992,
+                    0.019005439758300782,
+                    0.01907302474975586,
+                    0.019180543899536134,
+                    0.019091455459594727,
+                    0.01907711982727051,
+                    0.01906790351867676,
+                    0.01906790351867676,
+                    0.019100671768188478,
+                    0.01929113578796387,
+                    0.019132415771484376,
+                    0.019143680572509765,
+                    0.0196997127532959,
+                    0.01970790481567383,
+                    0.01964851188659668,
+                    0.019517440795898438,
+                    0.01965465545654297,
+                    0.020132863998413086,
+                    0.01984819221496582,
+                    0.01985945510864258,
+                    0.01927475166320801,
+                    0.019354623794555666,
+                    0.019184640884399414,
+                    0.019164159774780275,
+                    0.019165184020996092,
+                    0.019312639236450196,
+                    0.019312639236450196,
+                    0.01939148712158203,
+                    0.019726335525512697,
+                    0.020220928192138672,
+                    0.020108287811279296,
+                    0.019931135177612306,
+                    0.019923967361450197,
+                    0.019955711364746095,
+                    0.019378175735473634,
+                    0.019564544677734375,
+                    0.01977446365356445,
+                    0.019817472457885742,
+                    0.019733503341674806,
+                    0.01977446365356445,
+                    0.019974143981933593,
+                    0.019762176513671875,
+                    0.019732479095458985,
+                    0.01920102310180664,
+                    0.01920921516418457,
+                    0.02003046417236328,
+                    0.019813375473022463,
+                    0.020160512924194338,
+                    0.02049126434326172,
+                    0.020093952178955078,
+                    0.019956735610961913,
+                    0.01988915252685547,
+                    0.019761184692382812,
+                    0.019250143051147462,
+                    0.019161088943481445,
+                    0.019152896881103516,
+                    0.01920512008666992,
+                    0.019212287902832033,
+                    0.01924403190612793,
+                    0.019212287902832033,
+                    0.01920614433288574,
+                    0.019135488510131835,
+                    0.019161088943481445,
+                    0.019160064697265625,
+                    0.01918976020812988,
+                    0.019141632080078123,
+                    0.019191808700561523,
+                    0.019138559341430664,
+                    0.01922662353515625,
+                    0.01925017547607422,
+                    0.019331071853637697,
+                    0.01921023941040039,
+                    0.019174400329589843,
+                    0.019184640884399414,
+                    0.019260416030883788,
+                    0.01966182327270508,
+                    0.01943756866455078,
+                    0.01923174476623535,
+                    0.019315711975097655,
+                    0.019126272201538085,
+                    0.01985638427734375,
+                    0.020242431640625,
+                    0.020159488677978517,
+                    0.020050943374633787,
+                    0.01919385528564453,
+                    0.019191808700561523,
+                    0.01923276710510254,
+                    0.01902592086791992,
+                    0.019017728805541992,
+                    0.01899519920349121,
+                    0.01903001594543457,
+                    0.019021823883056642,
+                    0.01903104019165039,
+                    0.01904128074645996,
+                    0.01929523277282715,
+                    0.01903104019165039,
+                    0.01899622344970703,
+                    0.01904128074645996,
+                    0.019276800155639647,
+                    0.020291584014892578,
+                    0.019854335784912108,
+                    0.01982259178161621,
+                    0.019538944244384765,
+                    0.01903615951538086,
+                    0.01906483268737793,
+                    0.01906585693359375,
+                    0.01903308868408203,
+                    0.01902387237548828,
+                    0.019066879272460938,
+                    0.01903206443786621,
+                    0.018925567626953126,
+                    0.018956287384033203,
+                    0.019105791091918945,
+                    0.019212287902832033,
+                    0.018964479446411133,
+                    0.018983936309814452,
+                    0.019072000503540038,
+                    0.01902694320678711,
+                    0.019108863830566408,
+                    0.01903206443786621,
+                    0.01904537582397461,
+                    0.01902796745300293,
+                    0.01902694320678711,
+                    0.01904332733154297,
+                    0.019062784194946288,
+                    0.019072000503540038,
+                    0.019117055892944337,
+                    0.01905254364013672,
+                    0.019078144073486326,
+                    0.019056640625,
+                    0.01922355270385742,
+                    0.018932735443115235,
+                    0.019123199462890626,
+                    0.02069606399536133,
+                    0.020093952178955078,
+                    0.019474431991577147,
+                    0.019014656066894533,
+                    0.01919385528564453,
+                    0.01908940887451172,
+                    0.019006464004516603,
+                    0.0190515193939209,
+                    0.019042303085327148,
+                    0.019474431991577147,
+                    0.01970790481567383,
+                    0.020382720947265624,
+                    0.020478975296020507,
+                    0.02051584053039551,
+                    0.020527103424072265,
+                    0.02050048065185547,
+                    0.02047488021850586,
+                    0.020533248901367186,
+                    0.020504575729370117,
+                    0.020551679611206054,
+                    0.020568063735961914,
+                    0.020603904724121092,
+                    0.020674560546875,
+                    0.02064588737487793,
+                    0.02048409652709961,
+                    0.02047590446472168,
+                    0.020493312835693358,
+                    0.020505599975585938,
+                    0.02066534423828125,
+                    0.020525056838989256,
+                    0.020539392471313478,
+                    0.0204769287109375,
+                    0.0204769287109375,
+                    0.020520959854125977,
+                    0.02051584053039551,
+                    0.020576255798339844,
+                    0.020405248641967775,
+                    0.02048204803466797,
+                    0.02048409652709961,
+                    0.02053222465515137,
+                    0.020537343978881836,
+                    0.020479999542236327,
+                    0.020479999542236327,
+                    0.020711423873901368,
+                    0.02045132827758789,
+                    0.020477951049804686,
+                    0.02047283172607422,
+                    0.02047488021850586,
+                    0.020732927322387695,
+                    0.020495359420776366,
+                    0.02045952033996582,
+                    0.020585472106933594,
+                    0.02082099151611328,
+                    0.02090291213989258,
+                    0.020552703857421875,
+                    0.02066329574584961,
+                    0.020525056838989256,
+                    0.020539392471313478,
+                    0.020503551483154296,
+                    0.02045952033996582,
+                    0.02045747184753418,
+                    0.02025881576538086,
+                    0.02018611145019531,
+                    0.02018611145019531,
+                    0.020190208435058594,
+                    0.020454399108886717,
+                    0.020505599975585938,
+                    0.020739103317260744,
+                    0.02051068878173828,
+                    0.020463615417480468,
+                    0.020529151916503906,
+                    0.020685823440551757,
+                    0.02048409652709961,
+                    0.02044927978515625,
+                    0.02053222465515137,
+                    0.020584447860717774,
+                    0.02052403259277344,
+                    0.02045849609375,
+                    0.020534271240234374,
+                    0.02052403259277344,
+                    0.02045337677001953
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 50.80300158328676
+            },
+            "energy": null,
+            "efficiency": null
+        }
+    }
+}

2024-08-23/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark_config.json

@@ -0,0 +1,104 @@
+{
+    "name": "pytorch_generate",
+    "backend": {
+        "name": "pytorch",
+        "version": "2.4.0+cu121",
+        "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+        "task": "text-generation",
+        "library": "transformers",
+        "model_type": "gemma",
+        "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": {},
+        "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,
+        "memory": true,
+        "latency": 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",
+        "numactl": false,
+        "numactl_kwargs": {},
+        "start_method": "spawn"
+    },
+    "environment": {
+        "cpu": " AMD EPYC 7R32",
+        "cpu_count": 16,
+        "cpu_ram_mb": 66697.252864,
+        "system": "Linux",
+        "machine": "x86_64",
+        "platform": "Linux-5.10.223-211.872.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": "0.4.0",
+        "optimum_benchmark_commit": null,
+        "transformers_version": "4.45.0.dev0",
+        "transformers_commit": "22e6f145259c4e9e156a3f846fad14b1cddfae4f",
+        "accelerate_version": "0.34.0.dev0",
+        "accelerate_commit": null,
+        "diffusers_version": null,
+        "diffusers_commit": null,
+        "optimum_version": "1.22.0.dev0",
+        "optimum_commit": null,
+        "timm_version": "0.9.16",
+        "timm_commit": null,
+        "peft_version": "0.12.1.dev0",
+        "peft_commit": null
+    }
+}

2024-08-23/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark_report.json

@@ -0,0 +1,367 @@
+{
+    "load": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1317.933056,
+            "max_global_vram": 6768.033792,
+            "max_process_vram": 0.0,
+            "max_reserved": 6138.363904,
+            "max_allocated": 6060.931072
+        },
+        "latency": {
+            "unit": "s",
+            "count": 1,
+            "total": 12.403734375,
+            "mean": 12.403734375,
+            "stdev": 0.0,
+            "p50": 12.403734375,
+            "p90": 12.403734375,
+            "p95": 12.403734375,
+            "p99": 12.403734375,
+            "values": [
+                12.403734375
+            ]
+        },
+        "throughput": null,
+        "energy": null,
+        "efficiency": null
+    },
+    "prefill": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1757.687808,
+            "max_global_vram": 6789.005312,
+            "max_process_vram": 0.0,
+            "max_reserved": 6142.558208,
+            "max_allocated": 5028.431872
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 0.039689697265625,
+            "mean": 0.0198448486328125,
+            "stdev": 1.7744064331054465e-05,
+            "p50": 0.0198448486328125,
+            "p90": 0.019859043884277342,
+            "p95": 0.019860818290710448,
+            "p99": 0.019862237815856932,
+            "values": [
+                0.019827104568481444,
+                0.019862592697143553
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 352.73637655395555
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "decode": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1811.935232,
+            "max_global_vram": 6793.199616,
+            "max_process_vram": 0.0,
+            "max_reserved": 6146.752512,
+            "max_allocated": 5031.801344
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 5.000026611328125,
+            "mean": 2.5000133056640625,
+            "stdev": 0.030035766601562486,
+            "p50": 2.5000133056640625,
+            "p90": 2.5240419189453127,
+            "p95": 2.527045495605469,
+            "p99": 2.5294483569335937,
+            "values": [
+                2.4699775390625,
+                2.530049072265625
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 50.799729630345226
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "per_token": {
+        "memory": null,
+        "latency": {
+            "unit": "s",
+            "count": 254,
+            "total": 4.999704586029055,
+            "mean": 0.019683876322949025,
+            "stdev": 0.0006076941995607198,
+            "p50": 0.019528192520141603,
+            "p90": 0.020528537368774413,
+            "p95": 0.02058480634689331,
+            "p99": 0.020735830039978028,
+            "values": [
+                0.019166208267211913,
+                0.018974720001220705,
+                0.019112960815429687,
+                0.019164159774780275,
+                0.01944576072692871,
+                0.01969254493713379,
+                0.01964851188659668,
+                0.019777536392211914,
+                0.019734527587890623,
+                0.01967513656616211,
+                0.01985945510864258,
+                0.01902899169921875,
+                0.01904537582397461,
+                0.019208192825317383,
+                0.01921331214904785,
+                0.019610624313354492,
+                0.01984716796875,
+                0.019106815338134766,
+                0.01928704071044922,
+                0.019614719390869142,
+                0.01969152069091797,
+                0.01985024070739746,
+                0.01965772819519043,
+                0.01965260887145996,
+                0.01965158462524414,
+                0.01909350395202637,
+                0.01922047996520996,
+                0.019062784194946288,
+                0.018994176864624023,
+                0.01904947280883789,
+                0.01906073570251465,
+                0.019091455459594727,
+                0.01906790351867676,
+                0.01906892776489258,
+                0.019307519912719725,
+                0.020107263565063475,
+                0.019791872024536132,
+                0.019176448822021484,
+                0.019353599548339845,
+                0.01908121681213379,
+                0.01902592086791992,
+                0.019005439758300782,
+                0.01907302474975586,
+                0.019180543899536134,
+                0.019091455459594727,
+                0.01907711982727051,
+                0.01906790351867676,
+                0.01906790351867676,
+                0.019100671768188478,
+                0.01929113578796387,
+                0.019132415771484376,
+                0.019143680572509765,
+                0.0196997127532959,
+                0.01970790481567383,
+                0.01964851188659668,
+                0.019517440795898438,
+                0.01965465545654297,
+                0.020132863998413086,
+                0.01984819221496582,
+                0.01985945510864258,
+                0.01927475166320801,
+                0.019354623794555666,
+                0.019184640884399414,
+                0.019164159774780275,
+                0.019165184020996092,
+                0.019312639236450196,
+                0.019312639236450196,
+                0.01939148712158203,
+                0.019726335525512697,
+                0.020220928192138672,
+                0.020108287811279296,
+                0.019931135177612306,
+                0.019923967361450197,
+                0.019955711364746095,
+                0.019378175735473634,
+                0.019564544677734375,
+                0.01977446365356445,
+                0.019817472457885742,
+                0.019733503341674806,
+                0.01977446365356445,
+                0.019974143981933593,
+                0.019762176513671875,
+                0.019732479095458985,
+                0.01920102310180664,
+                0.01920921516418457,
+                0.02003046417236328,
+                0.019813375473022463,
+                0.020160512924194338,
+                0.02049126434326172,
+                0.020093952178955078,
+                0.019956735610961913,
+                0.01988915252685547,
+                0.019761184692382812,
+                0.019250143051147462,
+                0.019161088943481445,
+                0.019152896881103516,
+                0.01920512008666992,
+                0.019212287902832033,
+                0.01924403190612793,
+                0.019212287902832033,
+                0.01920614433288574,
+                0.019135488510131835,
+                0.019161088943481445,
+                0.019160064697265625,
+                0.01918976020812988,
+                0.019141632080078123,
+                0.019191808700561523,
+                0.019138559341430664,
+                0.01922662353515625,
+                0.01925017547607422,
+                0.019331071853637697,
+                0.01921023941040039,
+                0.019174400329589843,
+                0.019184640884399414,
+                0.019260416030883788,
+                0.01966182327270508,
+                0.01943756866455078,
+                0.01923174476623535,
+                0.019315711975097655,
+                0.019126272201538085,
+                0.01985638427734375,
+                0.020242431640625,
+                0.020159488677978517,
+                0.020050943374633787,
+                0.01919385528564453,
+                0.019191808700561523,
+                0.01923276710510254,
+                0.01902592086791992,
+                0.019017728805541992,
+                0.01899519920349121,
+                0.01903001594543457,
+                0.019021823883056642,
+                0.01903104019165039,
+                0.01904128074645996,
+                0.01929523277282715,
+                0.01903104019165039,
+                0.01899622344970703,
+                0.01904128074645996,
+                0.019276800155639647,
+                0.020291584014892578,
+                0.019854335784912108,
+                0.01982259178161621,
+                0.019538944244384765,
+                0.01903615951538086,
+                0.01906483268737793,
+                0.01906585693359375,
+                0.01903308868408203,
+                0.01902387237548828,
+                0.019066879272460938,
+                0.01903206443786621,
+                0.018925567626953126,
+                0.018956287384033203,
+                0.019105791091918945,
+                0.019212287902832033,
+                0.018964479446411133,
+                0.018983936309814452,
+                0.019072000503540038,
+                0.01902694320678711,
+                0.019108863830566408,
+                0.01903206443786621,
+                0.01904537582397461,
+                0.01902796745300293,
+                0.01902694320678711,
+                0.01904332733154297,
+                0.019062784194946288,
+                0.019072000503540038,
+                0.019117055892944337,
+                0.01905254364013672,
+                0.019078144073486326,
+                0.019056640625,
+                0.01922355270385742,
+                0.018932735443115235,
+                0.019123199462890626,
+                0.02069606399536133,
+                0.020093952178955078,
+                0.019474431991577147,
+                0.019014656066894533,
+                0.01919385528564453,
+                0.01908940887451172,
+                0.019006464004516603,
+                0.0190515193939209,
+                0.019042303085327148,
+                0.019474431991577147,
+                0.01970790481567383,
+                0.020382720947265624,
+                0.020478975296020507,
+                0.02051584053039551,
+                0.020527103424072265,
+                0.02050048065185547,
+                0.02047488021850586,
+                0.020533248901367186,
+                0.020504575729370117,
+                0.020551679611206054,
+                0.020568063735961914,
+                0.020603904724121092,
+                0.020674560546875,
+                0.02064588737487793,
+                0.02048409652709961,
+                0.02047590446472168,
+                0.020493312835693358,
+                0.020505599975585938,
+                0.02066534423828125,
+                0.020525056838989256,
+                0.020539392471313478,
+                0.0204769287109375,
+                0.0204769287109375,
+                0.020520959854125977,
+                0.02051584053039551,
+                0.020576255798339844,
+                0.020405248641967775,
+                0.02048204803466797,
+                0.02048409652709961,
+                0.02053222465515137,
+                0.020537343978881836,
+                0.020479999542236327,
+                0.020479999542236327,
+                0.020711423873901368,
+                0.02045132827758789,
+                0.020477951049804686,
+                0.02047283172607422,
+                0.02047488021850586,
+                0.020732927322387695,
+                0.020495359420776366,
+                0.02045952033996582,
+                0.020585472106933594,
+                0.02082099151611328,
+                0.02090291213989258,
+                0.020552703857421875,
+                0.02066329574584961,
+                0.020525056838989256,
+                0.020539392471313478,
+                0.020503551483154296,
+                0.02045952033996582,
+                0.02045747184753418,
+                0.02025881576538086,
+                0.02018611145019531,
+                0.02018611145019531,
+                0.020190208435058594,
+                0.020454399108886717,
+                0.020505599975585938,
+                0.020739103317260744,
+                0.02051068878173828,
+                0.020463615417480468,
+                0.020529151916503906,
+                0.020685823440551757,
+                0.02048409652709961,
+                0.02044927978515625,
+                0.02053222465515137,
+                0.020584447860717774,
+                0.02052403259277344,
+                0.02045849609375,
+                0.020534271240234374,
+                0.02052403259277344,
+                0.02045337677001953
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 50.80300158328676
+        },
+        "energy": null,
+        "efficiency": null
+    }
+}

2024-08-23/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/summary.json

@@ -0,0 +1,13 @@
+{
+    "model": "google/gemma-2b",
+    "commit": "22e6f145259c4e9e156a3f846fad14b1cddfae4f",
+    "config": "backend.cache_implementation=null,backend.torch_compile=False",
+    "metrics": {
+        "prefill.latency.mean": 0.0198448486328125,
+        "prefill.throughput.value": 352.73637655395555,
+        "decode.latency.mean": 2.5000133056640625,
+        "decode.throughput.value": 50.799729630345226,
+        "per_token.latency.mean": 0.019683876322949025,
+        "per_token.throughput.value": 50.80300158328676
+    }
+}

2024-08-23/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/config.yaml

@@ -0,0 +1,93 @@
+name: pytorch_generate
+backend:
+  name: pytorch
+  version: 2.4.0+cu121
+  _target_: optimum_benchmark.backends.pytorch.backend.PyTorchBackend
+  task: null
+  library: null
+  model_type: 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: {}
+  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
+  memory: true
+  latency: 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
+  numactl: false
+  numactl_kwargs: {}
+  start_method: spawn
+environment:
+  cpu: ' AMD EPYC 7R32'
+  cpu_count: 16
+  cpu_ram_mb: 66697.252864
+  system: Linux
+  machine: x86_64
+  platform: Linux-5.10.223-211.872.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: 0.4.0
+  optimum_benchmark_commit: null
+  transformers_version: 4.45.0.dev0
+  transformers_commit: 22e6f145259c4e9e156a3f846fad14b1cddfae4f
+  accelerate_version: 0.34.0.dev0
+  accelerate_commit: null
+  diffusers_version: null
+  diffusers_commit: null
+  optimum_version: 1.22.0.dev0
+  optimum_commit: null
+  timm_version: 0.9.16
+  timm_commit: null
+  peft_version: 0.12.1.dev0
+  peft_commit: null

2024-08-23/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmpu7jyu3dp/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmpu7jyu3dp/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmpu7jyu3dp/commit\=22e6f145259c4e9e156a3f846fad14b1cddfae4f
+    - hydra.run.dir=_benchmark/tmpu7jyu3dp/commit\=22e6f145259c4e9e156a3f846fad14b1cddfae4f/${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/tmpu7jyu3dp/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f/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

2024-08-23/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f/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

2024-08-23/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark.log

@@ -0,0 +1,2 @@
+[ISOLATED-PROCESS][2024-08-23 10:18:32,968][process][ERROR] - 	+ Sending traceback to main process
+[MAIN-PROCESS][2024-08-23 10:18:35,372][process][ERROR] - 	+ Received traceback from isolated process

2024-08-23/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark_config.json

@@ -0,0 +1,104 @@
+{
+    "name": "pytorch_generate",
+    "backend": {
+        "name": "pytorch",
+        "version": "2.4.0+cu121",
+        "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+        "task": "text-generation",
+        "library": "transformers",
+        "model_type": "gemma",
+        "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": {},
+        "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,
+        "memory": true,
+        "latency": 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",
+        "numactl": false,
+        "numactl_kwargs": {},
+        "start_method": "spawn"
+    },
+    "environment": {
+        "cpu": " AMD EPYC 7R32",
+        "cpu_count": 16,
+        "cpu_ram_mb": 66697.252864,
+        "system": "Linux",
+        "machine": "x86_64",
+        "platform": "Linux-5.10.223-211.872.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": "0.4.0",
+        "optimum_benchmark_commit": null,
+        "transformers_version": "4.45.0.dev0",
+        "transformers_commit": "22e6f145259c4e9e156a3f846fad14b1cddfae4f",
+        "accelerate_version": "0.34.0.dev0",
+        "accelerate_commit": null,
+        "diffusers_version": null,
+        "diffusers_commit": null,
+        "optimum_version": "1.22.0.dev0",
+        "optimum_commit": null,
+        "timm_version": "0.9.16",
+        "timm_commit": null,
+        "peft_version": "0.12.1.dev0",
+        "peft_commit": null
+    }
+}

2024-08-23/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/config.yaml

@@ -0,0 +1,93 @@
+name: pytorch_generate
+backend:
+  name: pytorch
+  version: 2.4.0+cu121
+  _target_: optimum_benchmark.backends.pytorch.backend.PyTorchBackend
+  task: null
+  library: null
+  model_type: 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: {}
+  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
+  memory: true
+  latency: 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
+  numactl: false
+  numactl_kwargs: {}
+  start_method: spawn
+environment:
+  cpu: ' AMD EPYC 7R32'
+  cpu_count: 16
+  cpu_ram_mb: 66697.252864
+  system: Linux
+  machine: x86_64
+  platform: Linux-5.10.223-211.872.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: 0.4.0
+  optimum_benchmark_commit: null
+  transformers_version: 4.45.0.dev0
+  transformers_commit: 22e6f145259c4e9e156a3f846fad14b1cddfae4f
+  accelerate_version: 0.34.0.dev0
+  accelerate_commit: null
+  diffusers_version: null
+  diffusers_commit: null
+  optimum_version: 1.22.0.dev0
+  optimum_commit: null
+  timm_version: 0.9.16
+  timm_commit: null
+  peft_version: 0.12.1.dev0
+  peft_commit: null

2024-08-23/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmpu7jyu3dp/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmpu7jyu3dp/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmpu7jyu3dp/commit\=22e6f145259c4e9e156a3f846fad14b1cddfae4f
+    - hydra.run.dir=_benchmark/tmpu7jyu3dp/commit\=22e6f145259c4e9e156a3f846fad14b1cddfae4f/${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/tmpu7jyu3dp/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f/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

2024-08-23/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f/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

2024-08-23/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark.json

@@ -0,0 +1,473 @@
+{
+    "config": {
+        "name": "pytorch_generate",
+        "backend": {
+            "name": "pytorch",
+            "version": "2.4.0+cu121",
+            "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+            "task": "text-generation",
+            "library": "transformers",
+            "model_type": "gemma",
+            "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": {},
+            "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,
+            "memory": true,
+            "latency": 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",
+            "numactl": false,
+            "numactl_kwargs": {},
+            "start_method": "spawn"
+        },
+        "environment": {
+            "cpu": " AMD EPYC 7R32",
+            "cpu_count": 16,
+            "cpu_ram_mb": 66697.252864,
+            "system": "Linux",
+            "machine": "x86_64",
+            "platform": "Linux-5.10.223-211.872.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": "0.4.0",
+            "optimum_benchmark_commit": null,
+            "transformers_version": "4.45.0.dev0",
+            "transformers_commit": "22e6f145259c4e9e156a3f846fad14b1cddfae4f",
+            "accelerate_version": "0.34.0.dev0",
+            "accelerate_commit": null,
+            "diffusers_version": null,
+            "diffusers_commit": null,
+            "optimum_version": "1.22.0.dev0",
+            "optimum_commit": null,
+            "timm_version": "0.9.16",
+            "timm_commit": null,
+            "peft_version": "0.12.1.dev0",
+            "peft_commit": null
+        }
+    },
+    "report": {
+        "load": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1318.62528,
+                "max_global_vram": 6768.033792,
+                "max_process_vram": 0.0,
+                "max_reserved": 6138.363904,
+                "max_allocated": 6060.931072
+            },
+            "latency": {
+                "unit": "s",
+                "count": 1,
+                "total": 13.0165390625,
+                "mean": 13.0165390625,
+                "stdev": 0.0,
+                "p50": 13.0165390625,
+                "p90": 13.0165390625,
+                "p95": 13.0165390625,
+                "p99": 13.0165390625,
+                "values": [
+                    13.0165390625
+                ]
+            },
+            "throughput": null,
+            "energy": null,
+            "efficiency": null
+        },
+        "prefill": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1751.052288,
+                "max_global_vram": 6789.005312,
+                "max_process_vram": 0.0,
+                "max_reserved": 6142.558208,
+                "max_allocated": 5028.450816
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 0.04422764778137207,
+                "mean": 0.022113823890686037,
+                "stdev": 1.07831954956044e-05,
+                "p50": 0.022113823890686037,
+                "p90": 0.02212245044708252,
+                "p95": 0.022123528766632077,
+                "p99": 0.022124391422271728,
+                "values": [
+                    0.02210304069519043,
+                    0.02212460708618164
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 316.544078247285
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "decode": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1775.37024,
+                "max_global_vram": 6793.199616,
+                "max_process_vram": 0.0,
+                "max_reserved": 6146.752512,
+                "max_allocated": 5031.820288
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 5.192081298828125,
+                "mean": 2.5960406494140624,
+                "stdev": 0.005279174804687425,
+                "p50": 2.5960406494140624,
+                "p90": 2.6002639892578125,
+                "p95": 2.600791906738281,
+                "p99": 2.601214240722656,
+                "values": [
+                    2.60131982421875,
+                    2.590761474609375
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 48.92065154244193
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "per_token": {
+            "memory": null,
+            "latency": {
+                "unit": "s",
+                "count": 254,
+                "total": 5.19181927680969,
+                "mean": 0.020440233373266507,
+                "stdev": 0.00020355355835377745,
+                "p50": 0.020366336822509764,
+                "p90": 0.020584141159057618,
+                "p95": 0.020906189060211182,
+                "p99": 0.021230644054412842,
+                "values": [
+                    0.020349952697753908,
+                    0.020392959594726562,
+                    0.020365312576293947,
+                    0.02083635139465332,
+                    0.021424127578735352,
+                    0.021046272277832033,
+                    0.021238784790039062,
+                    0.021146623611450196,
+                    0.020392959594726562,
+                    0.02023628807067871,
+                    0.020342784881591795,
+                    0.020446207046508787,
+                    0.020370431900024414,
+                    0.020279296875,
+                    0.020344831466674804,
+                    0.020313087463378905,
+                    0.020342784881591795,
+                    0.020311040878295897,
+                    0.02045952033996582,
+                    0.020335615158081053,
+                    0.020336639404296874,
+                    0.020447231292724608,
+                    0.020914176940917968,
+                    0.021201919555664063,
+                    0.02090188789367676,
+                    0.020978687286376953,
+                    0.020353023529052734,
+                    0.020345855712890625,
+                    0.020560895919799805,
+                    0.020368383407592772,
+                    0.020343807220458983,
+                    0.02086092758178711,
+                    0.020576255798339844,
+                    0.020452352523803712,
+                    0.020379648208618165,
+                    0.020355072021484375,
+                    0.020363264083862305,
+                    0.0216944637298584,
+                    0.021223424911499023,
+                    0.021167104721069335,
+                    0.020989952087402345,
+                    0.020971519470214844,
+                    0.02065715217590332,
+                    0.020291584014892578,
+                    0.020353023529052734,
+                    0.02033459281921387,
+                    0.020371456146240235,
+                    0.020338687896728515,
+                    0.020370431900024414,
+                    0.020342784881591795,
+                    0.020377599716186523,
+                    0.020496383666992187,
+                    0.02039097595214844,
+                    0.020493247985839843,
+                    0.020547584533691408,
+                    0.020793344497680662,
+                    0.02046566390991211,
+                    0.020587520599365236,
+                    0.020418560028076172,
+                    0.020230144500732423,
+                    0.020333568572998048,
+                    0.020350976943969725,
+                    0.020488191604614257,
+                    0.02026188850402832,
+                    0.020312063217163084,
+                    0.020355072021484375,
+                    0.020346879959106445,
+                    0.020345855712890625,
+                    0.020332544326782227,
+                    0.020360191345214843,
+                    0.020361215591430663,
+                    0.02022502326965332,
+                    0.020353023529052734,
+                    0.020373504638671876,
+                    0.020345855712890625,
+                    0.02046463966369629,
+                    0.020335615158081053,
+                    0.020345855712890625,
+                    0.020362239837646484,
+                    0.020369407653808593,
+                    0.020536319732666015,
+                    0.020516864776611327,
+                    0.020341760635375978,
+                    0.02025984001159668,
+                    0.020237312316894532,
+                    0.020929536819458007,
+                    0.020714496612548827,
+                    0.020365312576293947,
+                    0.020378623962402344,
+                    0.020369407653808593,
+                    0.020365312576293947,
+                    0.020350976943969725,
+                    0.02047385597229004,
+                    0.020322303771972656,
+                    0.020332544326782227,
+                    0.020356096267700196,
+                    0.02022707176208496,
+                    0.020501504898071288,
+                    0.020572160720825194,
+                    0.020386816024780274,
+                    0.020377599716186523,
+                    0.020406272888183592,
+                    0.02039193534851074,
+                    0.020535295486450195,
+                    0.020470783233642577,
+                    0.02068889617919922,
+                    0.02066329574584961,
+                    0.02043187141418457,
+                    0.02030182456970215,
+                    0.020353023529052734,
+                    0.020353023529052734,
+                    0.020487167358398437,
+                    0.020331520080566406,
+                    0.02049945640563965,
+                    0.02032649612426758,
+                    0.020346784591674806,
+                    0.020356096267700196,
+                    0.020350976943969725,
+                    0.020575231552124023,
+                    0.020387840270996094,
+                    0.02035923194885254,
+                    0.020257728576660156,
+                    0.020330495834350586,
+                    0.020463615417480468,
+                    0.0202926082611084,
+                    0.020347904205322266,
+                    0.020315135955810547,
+                    0.020569087982177735,
+                    0.020365312576293947,
+                    0.02027724838256836,
+                    0.020368383407592772,
+                    0.020332544326782227,
+                    0.020366336822509764,
+                    0.020338687896728515,
+                    0.020374528884887694,
+                    0.020340736389160157,
+                    0.020339712142944336,
+                    0.02047385597229004,
+                    0.020307968139648438,
+                    0.02030899238586426,
+                    0.020345855712890625,
+                    0.020321279525756835,
+                    0.020322303771972656,
+                    0.020330495834350586,
+                    0.02024038314819336,
+                    0.020360191345214843,
+                    0.02041753578186035,
+                    0.020307968139648438,
+                    0.020362239837646484,
+                    0.02047385597229004,
+                    0.02039910316467285,
+                    0.020322303771972656,
+                    0.020357120513916017,
+                    0.020337663650512695,
+                    0.020521984100341797,
+                    0.020728832244873048,
+                    0.020770816802978515,
+                    0.02038374328613281,
+                    0.020321279525756835,
+                    0.020802560806274413,
+                    0.020358144760131838,
+                    0.020493312835693358,
+                    0.020392959594726562,
+                    0.020395008087158203,
+                    0.02036735916137695,
+                    0.020360191345214843,
+                    0.02030899238586426,
+                    0.020330495834350586,
+                    0.020350976943969725,
+                    0.020410367965698242,
+                    0.020372480392456056,
+                    0.020360191345214843,
+                    0.020363264083862305,
+                    0.020360191345214843,
+                    0.020471807479858398,
+                    0.020357120513916017,
+                    0.020531200408935548,
+                    0.020333568572998048,
+                    0.020347904205322266,
+                    0.020338687896728515,
+                    0.020332544326782227,
+                    0.020392959594726562,
+                    0.020315135955810547,
+                    0.020341760635375978,
+                    0.020377599716186523,
+                    0.020361215591430663,
+                    0.020349952697753908,
+                    0.020389888763427736,
+                    0.020357120513916017,
+                    0.02050048065185547,
+                    0.020369407653808593,
+                    0.02040012741088867,
+                    0.020386816024780274,
+                    0.020356096267700196,
+                    0.02042265510559082,
+                    0.020414464950561522,
+                    0.020568063735961914,
+                    0.020412416458129884,
+                    0.020355072021484375,
+                    0.020340736389160157,
+                    0.02035916709899902,
+                    0.02050764846801758,
+                    0.02042367935180664,
+                    0.02039091110229492,
+                    0.02045952033996582,
+                    0.02051584053039551,
+                    0.020847616195678712,
+                    0.020502527236938475,
+                    0.020331520080566406,
+                    0.020345855712890625,
+                    0.02048307228088379,
+                    0.02049945640563965,
+                    0.020388864517211915,
+                    0.020366336822509764,
+                    0.02032537651062012,
+                    0.020354047775268554,
+                    0.020344831466674804,
+                    0.020364288330078126,
+                    0.02049228858947754,
+                    0.02029465675354004,
+                    0.020346879959106445,
+                    0.020386816024780274,
+                    0.020351999282836913,
+                    0.020508672714233397,
+                    0.020363264083862305,
+                    0.020382816314697266,
+                    0.02041436767578125,
+                    0.020354047775268554,
+                    0.020494335174560546,
+                    0.020364288330078126,
+                    0.020342784881591795,
+                    0.020215808868408205,
+                    0.020349952697753908,
+                    0.02049126434326172,
+                    0.02039193534851074,
+                    0.020341760635375978,
+                    0.020368383407592772,
+                    0.020364288330078126,
+                    0.020373504638671876,
+                    0.020527103424072265,
+                    0.020378623962402344,
+                    0.020344831466674804,
+                    0.020336639404296874,
+                    0.020306943893432617,
+                    0.02048409652709961,
+                    0.020436992645263673,
+                    0.020512800216674804,
+                    0.020400096893310547,
+                    0.02035916709899902,
+                    0.020346879959106445,
+                    0.020372480392456056,
+                    0.020533248901367186,
+                    0.020528127670288086,
+                    0.020420608520507814
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 48.92312048197483
+            },
+            "energy": null,
+            "efficiency": null
+        }
+    }
+}

2024-08-23/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark_config.json

@@ -0,0 +1,104 @@
+{
+    "name": "pytorch_generate",
+    "backend": {
+        "name": "pytorch",
+        "version": "2.4.0+cu121",
+        "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+        "task": "text-generation",
+        "library": "transformers",
+        "model_type": "gemma",
+        "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": {},
+        "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,
+        "memory": true,
+        "latency": 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",
+        "numactl": false,
+        "numactl_kwargs": {},
+        "start_method": "spawn"
+    },
+    "environment": {
+        "cpu": " AMD EPYC 7R32",
+        "cpu_count": 16,
+        "cpu_ram_mb": 66697.252864,
+        "system": "Linux",
+        "machine": "x86_64",
+        "platform": "Linux-5.10.223-211.872.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": "0.4.0",
+        "optimum_benchmark_commit": null,
+        "transformers_version": "4.45.0.dev0",
+        "transformers_commit": "22e6f145259c4e9e156a3f846fad14b1cddfae4f",
+        "accelerate_version": "0.34.0.dev0",
+        "accelerate_commit": null,
+        "diffusers_version": null,
+        "diffusers_commit": null,
+        "optimum_version": "1.22.0.dev0",
+        "optimum_commit": null,
+        "timm_version": "0.9.16",
+        "timm_commit": null,
+        "peft_version": "0.12.1.dev0",
+        "peft_commit": null
+    }
+}

2024-08-23/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark_report.json

@@ -0,0 +1,367 @@
+{
+    "load": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1318.62528,
+            "max_global_vram": 6768.033792,
+            "max_process_vram": 0.0,
+            "max_reserved": 6138.363904,
+            "max_allocated": 6060.931072
+        },
+        "latency": {
+            "unit": "s",
+            "count": 1,
+            "total": 13.0165390625,
+            "mean": 13.0165390625,
+            "stdev": 0.0,
+            "p50": 13.0165390625,
+            "p90": 13.0165390625,
+            "p95": 13.0165390625,
+            "p99": 13.0165390625,
+            "values": [
+                13.0165390625
+            ]
+        },
+        "throughput": null,
+        "energy": null,
+        "efficiency": null
+    },
+    "prefill": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1751.052288,
+            "max_global_vram": 6789.005312,
+            "max_process_vram": 0.0,
+            "max_reserved": 6142.558208,
+            "max_allocated": 5028.450816
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 0.04422764778137207,
+            "mean": 0.022113823890686037,
+            "stdev": 1.07831954956044e-05,
+            "p50": 0.022113823890686037,
+            "p90": 0.02212245044708252,
+            "p95": 0.022123528766632077,
+            "p99": 0.022124391422271728,
+            "values": [
+                0.02210304069519043,
+                0.02212460708618164
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 316.544078247285
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "decode": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1775.37024,
+            "max_global_vram": 6793.199616,
+            "max_process_vram": 0.0,
+            "max_reserved": 6146.752512,
+            "max_allocated": 5031.820288
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 5.192081298828125,
+            "mean": 2.5960406494140624,
+            "stdev": 0.005279174804687425,
+            "p50": 2.5960406494140624,
+            "p90": 2.6002639892578125,
+            "p95": 2.600791906738281,
+            "p99": 2.601214240722656,
+            "values": [
+                2.60131982421875,
+                2.590761474609375
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 48.92065154244193
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "per_token": {
+        "memory": null,
+        "latency": {
+            "unit": "s",
+            "count": 254,
+            "total": 5.19181927680969,
+            "mean": 0.020440233373266507,
+            "stdev": 0.00020355355835377745,
+            "p50": 0.020366336822509764,
+            "p90": 0.020584141159057618,
+            "p95": 0.020906189060211182,
+            "p99": 0.021230644054412842,
+            "values": [
+                0.020349952697753908,
+                0.020392959594726562,
+                0.020365312576293947,
+                0.02083635139465332,
+                0.021424127578735352,
+                0.021046272277832033,
+                0.021238784790039062,
+                0.021146623611450196,
+                0.020392959594726562,
+                0.02023628807067871,
+                0.020342784881591795,
+                0.020446207046508787,
+                0.020370431900024414,
+                0.020279296875,
+                0.020344831466674804,
+                0.020313087463378905,
+                0.020342784881591795,
+                0.020311040878295897,
+                0.02045952033996582,
+                0.020335615158081053,
+                0.020336639404296874,
+                0.020447231292724608,
+                0.020914176940917968,
+                0.021201919555664063,
+                0.02090188789367676,
+                0.020978687286376953,
+                0.020353023529052734,
+                0.020345855712890625,
+                0.020560895919799805,
+                0.020368383407592772,
+                0.020343807220458983,
+                0.02086092758178711,
+                0.020576255798339844,
+                0.020452352523803712,
+                0.020379648208618165,
+                0.020355072021484375,
+                0.020363264083862305,
+                0.0216944637298584,
+                0.021223424911499023,
+                0.021167104721069335,
+                0.020989952087402345,
+                0.020971519470214844,
+                0.02065715217590332,
+                0.020291584014892578,
+                0.020353023529052734,
+                0.02033459281921387,
+                0.020371456146240235,
+                0.020338687896728515,
+                0.020370431900024414,
+                0.020342784881591795,
+                0.020377599716186523,
+                0.020496383666992187,
+                0.02039097595214844,
+                0.020493247985839843,
+                0.020547584533691408,
+                0.020793344497680662,
+                0.02046566390991211,
+                0.020587520599365236,
+                0.020418560028076172,
+                0.020230144500732423,
+                0.020333568572998048,
+                0.020350976943969725,
+                0.020488191604614257,
+                0.02026188850402832,
+                0.020312063217163084,
+                0.020355072021484375,
+                0.020346879959106445,
+                0.020345855712890625,
+                0.020332544326782227,
+                0.020360191345214843,
+                0.020361215591430663,
+                0.02022502326965332,
+                0.020353023529052734,
+                0.020373504638671876,
+                0.020345855712890625,
+                0.02046463966369629,
+                0.020335615158081053,
+                0.020345855712890625,
+                0.020362239837646484,
+                0.020369407653808593,
+                0.020536319732666015,
+                0.020516864776611327,
+                0.020341760635375978,
+                0.02025984001159668,
+                0.020237312316894532,
+                0.020929536819458007,
+                0.020714496612548827,
+                0.020365312576293947,
+                0.020378623962402344,
+                0.020369407653808593,
+                0.020365312576293947,
+                0.020350976943969725,
+                0.02047385597229004,
+                0.020322303771972656,
+                0.020332544326782227,
+                0.020356096267700196,
+                0.02022707176208496,
+                0.020501504898071288,
+                0.020572160720825194,
+                0.020386816024780274,
+                0.020377599716186523,
+                0.020406272888183592,
+                0.02039193534851074,
+                0.020535295486450195,
+                0.020470783233642577,
+                0.02068889617919922,
+                0.02066329574584961,
+                0.02043187141418457,
+                0.02030182456970215,
+                0.020353023529052734,
+                0.020353023529052734,
+                0.020487167358398437,
+                0.020331520080566406,
+                0.02049945640563965,
+                0.02032649612426758,
+                0.020346784591674806,
+                0.020356096267700196,
+                0.020350976943969725,
+                0.020575231552124023,
+                0.020387840270996094,
+                0.02035923194885254,
+                0.020257728576660156,
+                0.020330495834350586,
+                0.020463615417480468,
+                0.0202926082611084,
+                0.020347904205322266,
+                0.020315135955810547,
+                0.020569087982177735,
+                0.020365312576293947,
+                0.02027724838256836,
+                0.020368383407592772,
+                0.020332544326782227,
+                0.020366336822509764,
+                0.020338687896728515,
+                0.020374528884887694,
+                0.020340736389160157,
+                0.020339712142944336,
+                0.02047385597229004,
+                0.020307968139648438,
+                0.02030899238586426,
+                0.020345855712890625,
+                0.020321279525756835,
+                0.020322303771972656,
+                0.020330495834350586,
+                0.02024038314819336,
+                0.020360191345214843,
+                0.02041753578186035,
+                0.020307968139648438,
+                0.020362239837646484,
+                0.02047385597229004,
+                0.02039910316467285,
+                0.020322303771972656,
+                0.020357120513916017,
+                0.020337663650512695,
+                0.020521984100341797,
+                0.020728832244873048,
+                0.020770816802978515,
+                0.02038374328613281,
+                0.020321279525756835,
+                0.020802560806274413,
+                0.020358144760131838,
+                0.020493312835693358,
+                0.020392959594726562,
+                0.020395008087158203,
+                0.02036735916137695,
+                0.020360191345214843,
+                0.02030899238586426,
+                0.020330495834350586,
+                0.020350976943969725,
+                0.020410367965698242,
+                0.020372480392456056,
+                0.020360191345214843,
+                0.020363264083862305,
+                0.020360191345214843,
+                0.020471807479858398,
+                0.020357120513916017,
+                0.020531200408935548,
+                0.020333568572998048,
+                0.020347904205322266,
+                0.020338687896728515,
+                0.020332544326782227,
+                0.020392959594726562,
+                0.020315135955810547,
+                0.020341760635375978,
+                0.020377599716186523,
+                0.020361215591430663,
+                0.020349952697753908,
+                0.020389888763427736,
+                0.020357120513916017,
+                0.02050048065185547,
+                0.020369407653808593,
+                0.02040012741088867,
+                0.020386816024780274,
+                0.020356096267700196,
+                0.02042265510559082,
+                0.020414464950561522,
+                0.020568063735961914,
+                0.020412416458129884,
+                0.020355072021484375,
+                0.020340736389160157,
+                0.02035916709899902,
+                0.02050764846801758,
+                0.02042367935180664,
+                0.02039091110229492,
+                0.02045952033996582,
+                0.02051584053039551,
+                0.020847616195678712,
+                0.020502527236938475,
+                0.020331520080566406,
+                0.020345855712890625,
+                0.02048307228088379,
+                0.02049945640563965,
+                0.020388864517211915,
+                0.020366336822509764,
+                0.02032537651062012,
+                0.020354047775268554,
+                0.020344831466674804,
+                0.020364288330078126,
+                0.02049228858947754,
+                0.02029465675354004,
+                0.020346879959106445,
+                0.020386816024780274,
+                0.020351999282836913,
+                0.020508672714233397,
+                0.020363264083862305,
+                0.020382816314697266,
+                0.02041436767578125,
+                0.020354047775268554,
+                0.020494335174560546,
+                0.020364288330078126,
+                0.020342784881591795,
+                0.020215808868408205,
+                0.020349952697753908,
+                0.02049126434326172,
+                0.02039193534851074,
+                0.020341760635375978,
+                0.020368383407592772,
+                0.020364288330078126,
+                0.020373504638671876,
+                0.020527103424072265,
+                0.020378623962402344,
+                0.020344831466674804,
+                0.020336639404296874,
+                0.020306943893432617,
+                0.02048409652709961,
+                0.020436992645263673,
+                0.020512800216674804,
+                0.020400096893310547,
+                0.02035916709899902,
+                0.020346879959106445,
+                0.020372480392456056,
+                0.020533248901367186,
+                0.020528127670288086,
+                0.020420608520507814
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 48.92312048197483
+        },
+        "energy": null,
+        "efficiency": null
+    }
+}

2024-08-23/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/summary.json

@@ -0,0 +1,13 @@
+{
+    "model": "google/gemma-2b",
+    "commit": "22e6f145259c4e9e156a3f846fad14b1cddfae4f",
+    "config": "backend.cache_implementation=static,backend.torch_compile=False",
+    "metrics": {
+        "prefill.latency.mean": 0.022113823890686037,
+        "prefill.throughput.value": 316.544078247285,
+        "decode.latency.mean": 2.5960406494140624,
+        "decode.throughput.value": 48.92065154244193,
+        "per_token.latency.mean": 0.020440233373266507,
+        "per_token.throughput.value": 48.92312048197483
+    }
+}

2024-08-23/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/config.yaml

@@ -0,0 +1,93 @@
+name: pytorch_generate
+backend:
+  name: pytorch
+  version: 2.4.0+cu121
+  _target_: optimum_benchmark.backends.pytorch.backend.PyTorchBackend
+  task: null
+  library: null
+  model_type: 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: {}
+  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
+  memory: true
+  latency: 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
+  numactl: false
+  numactl_kwargs: {}
+  start_method: spawn
+environment:
+  cpu: ' AMD EPYC 7R32'
+  cpu_count: 16
+  cpu_ram_mb: 66697.252864
+  system: Linux
+  machine: x86_64
+  platform: Linux-5.10.223-211.872.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: 0.4.0
+  optimum_benchmark_commit: null
+  transformers_version: 4.45.0.dev0
+  transformers_commit: 22e6f145259c4e9e156a3f846fad14b1cddfae4f
+  accelerate_version: 0.34.0.dev0
+  accelerate_commit: null
+  diffusers_version: null
+  diffusers_commit: null
+  optimum_version: 1.22.0.dev0
+  optimum_commit: null
+  timm_version: 0.9.16
+  timm_commit: null
+  peft_version: 0.12.1.dev0
+  peft_commit: null

2024-08-23/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/hydra.yaml

@@ -0,0 +1,141 @@
+hydra:
+  run:
+    dir: _benchmark/tmpu7jyu3dp/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmpu7jyu3dp/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmpu7jyu3dp/commit\=22e6f145259c4e9e156a3f846fad14b1cddfae4f
+    - hydra.run.dir=_benchmark/tmpu7jyu3dp/commit\=22e6f145259c4e9e156a3f846fad14b1cddfae4f/${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/tmpu7jyu3dp/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f/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

2024-08-23/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f/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

2024-08-23/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark.json

@@ -0,0 +1,473 @@
+{
+    "config": {
+        "name": "pytorch_generate",
+        "backend": {
+            "name": "pytorch",
+            "version": "2.4.0+cu121",
+            "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+            "task": "text-generation",
+            "library": "transformers",
+            "model_type": "gemma",
+            "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": {},
+            "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,
+            "memory": true,
+            "latency": 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",
+            "numactl": false,
+            "numactl_kwargs": {},
+            "start_method": "spawn"
+        },
+        "environment": {
+            "cpu": " AMD EPYC 7R32",
+            "cpu_count": 16,
+            "cpu_ram_mb": 66697.252864,
+            "system": "Linux",
+            "machine": "x86_64",
+            "platform": "Linux-5.10.223-211.872.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": "0.4.0",
+            "optimum_benchmark_commit": null,
+            "transformers_version": "4.45.0.dev0",
+            "transformers_commit": "22e6f145259c4e9e156a3f846fad14b1cddfae4f",
+            "accelerate_version": "0.34.0.dev0",
+            "accelerate_commit": null,
+            "diffusers_version": null,
+            "diffusers_commit": null,
+            "optimum_version": "1.22.0.dev0",
+            "optimum_commit": null,
+            "timm_version": "0.9.16",
+            "timm_commit": null,
+            "peft_version": "0.12.1.dev0",
+            "peft_commit": null
+        }
+    },
+    "report": {
+        "load": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1337.790464,
+                "max_global_vram": 6768.033792,
+                "max_process_vram": 0.0,
+                "max_reserved": 6138.363904,
+                "max_allocated": 6060.931072
+            },
+            "latency": {
+                "unit": "s",
+                "count": 1,
+                "total": 14.566982421875,
+                "mean": 14.566982421875,
+                "stdev": 0.0,
+                "p50": 14.566982421875,
+                "p90": 14.566982421875,
+                "p95": 14.566982421875,
+                "p99": 14.566982421875,
+                "values": [
+                    14.566982421875
+                ]
+            },
+            "throughput": null,
+            "energy": null,
+            "efficiency": null
+        },
+        "prefill": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 1881.268224,
+                "max_global_vram": 6789.005312,
+                "max_process_vram": 0.0,
+                "max_reserved": 6138.363904,
+                "max_allocated": 5278.596608
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 0.028342944145202636,
+                "mean": 0.014171472072601318,
+                "stdev": 0.00016865587234497076,
+                "p50": 0.014171472072601318,
+                "p90": 0.014306396770477296,
+                "p95": 0.014323262357711792,
+                "p99": 0.01433675482749939,
+                "values": [
+                    0.014002816200256347,
+                    0.014340127944946289
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 493.95009665464335
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "decode": {
+            "memory": {
+                "unit": "MB",
+                "max_ram": 2050.977792,
+                "max_global_vram": 6071.779328,
+                "max_process_vram": 0.0,
+                "max_reserved": 5381.292032,
+                "max_allocated": 5282.647552
+            },
+            "latency": {
+                "unit": "s",
+                "count": 2,
+                "total": 3.1339351806640625,
+                "mean": 1.5669675903320313,
+                "stdev": 0.0006007690429687962,
+                "p50": 1.5669675903320313,
+                "p90": 1.5674482055664063,
+                "p95": 1.5675082824707032,
+                "p99": 1.5675563439941407,
+                "values": [
+                    1.5663668212890625,
+                    1.567568359375
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 81.04826212333431
+            },
+            "energy": null,
+            "efficiency": null
+        },
+        "per_token": {
+            "memory": null,
+            "latency": {
+                "unit": "s",
+                "count": 254,
+                "total": 3.133635577201846,
+                "mean": 0.012337147941739542,
+                "stdev": 8.349739559579007e-05,
+                "p50": 0.012313599586486817,
+                "p90": 0.012371046447753907,
+                "p95": 0.012460799980163573,
+                "p99": 0.01278398497581482,
+                "values": [
+                    0.012340224266052247,
+                    0.012322815895080566,
+                    0.012314623832702636,
+                    0.012331007957458496,
+                    0.012315648078918457,
+                    0.012322815895080566,
+                    0.012327936172485352,
+                    0.012323840141296387,
+                    0.012304384231567383,
+                    0.012297216415405274,
+                    0.012312576293945313,
+                    0.012306431770324706,
+                    0.012387328147888184,
+                    0.012309503555297852,
+                    0.012307488441467285,
+                    0.01231663990020752,
+                    0.012300288200378418,
+                    0.012296192169189453,
+                    0.012288000106811523,
+                    0.012316672325134278,
+                    0.012319744110107422,
+                    0.012400639533996583,
+                    0.012313599586486817,
+                    0.012310527801513671,
+                    0.012307456016540527,
+                    0.012306431770324706,
+                    0.012317695617675782,
+                    0.01231056022644043,
+                    0.012321760177612304,
+                    0.012313599586486817,
+                    0.012316672325134278,
+                    0.012327936172485352,
+                    0.012314623832702636,
+                    0.012308480262756348,
+                    0.012308480262756348,
+                    0.012307456016540527,
+                    0.012308480262756348,
+                    0.012360704421997071,
+                    0.012598272323608398,
+                    0.012464127540588378,
+                    0.012311552047729492,
+                    0.012316672325134278,
+                    0.012321791648864745,
+                    0.012337151527404786,
+                    0.012302399635314942,
+                    0.012313535690307617,
+                    0.012312576293945313,
+                    0.012294143676757812,
+                    0.012300288200378418,
+                    0.012316672325134278,
+                    0.012317695617675782,
+                    0.012866559982299805,
+                    0.012371968269348145,
+                    0.012306431770324706,
+                    0.012333056449890138,
+                    0.012306431770324706,
+                    0.012309503555297852,
+                    0.012311552047729492,
+                    0.012300288200378418,
+                    0.012307456016540527,
+                    0.012299263954162597,
+                    0.012301312446594239,
+                    0.012301312446594239,
+                    0.012368895530700684,
+                    0.012338175773620605,
+                    0.012332032203674317,
+                    0.01232588768005371,
+                    0.012319744110107422,
+                    0.012308480262756348,
+                    0.012299263954162597,
+                    0.012324864387512208,
+                    0.012321791648864745,
+                    0.012309503555297852,
+                    0.012305407524108887,
+                    0.012304384231567383,
+                    0.012313599586486817,
+                    0.012304384231567383,
+                    0.012318719863891601,
+                    0.012302335739135742,
+                    0.012320768356323243,
+                    0.012311552047729492,
+                    0.012306431770324706,
+                    0.012375040054321289,
+                    0.012304384231567383,
+                    0.012324864387512208,
+                    0.012298239707946777,
+                    0.012302335739135742,
+                    0.012309503555297852,
+                    0.012309503555297852,
+                    0.012300288200378418,
+                    0.012314623832702636,
+                    0.01232588768005371,
+                    0.012329983711242675,
+                    0.012400639533996583,
+                    0.012310527801513671,
+                    0.012300288200378418,
+                    0.012304384231567383,
+                    0.01232588768005371,
+                    0.012313599586486817,
+                    0.012311552047729492,
+                    0.012332032203674317,
+                    0.012305407524108887,
+                    0.012309503555297852,
+                    0.012318719863891601,
+                    0.012321791648864745,
+                    0.01234227180480957,
+                    0.012307456016540527,
+                    0.012312576293945313,
+                    0.012298239707946777,
+                    0.012305407524108887,
+                    0.012315648078918457,
+                    0.012307456016540527,
+                    0.012301312446594239,
+                    0.012309503555297852,
+                    0.012308480262756348,
+                    0.012315648078918457,
+                    0.012301312446594239,
+                    0.012395520210266114,
+                    0.012308480262756348,
+                    0.012306431770324706,
+                    0.012324864387512208,
+                    0.012709888458251953,
+                    0.012357631683349609,
+                    0.012603391647338867,
+                    0.012352512359619141,
+                    0.01247436809539795,
+                    0.01234227180480957,
+                    0.012345343589782716,
+                    0.012311552047729492,
+                    0.012328960418701173,
+                    0.012332032203674317,
+                    0.012321791648864745,
+                    0.012337151527404786,
+                    0.012305407524108887,
+                    0.012831744194030761,
+                    0.012348416328430176,
+                    0.012306431770324706,
+                    0.012307456016540527,
+                    0.012299263954162597,
+                    0.012295167922973632,
+                    0.012306431770324706,
+                    0.012301312446594239,
+                    0.012324864387512208,
+                    0.01238425636291504,
+                    0.012320768356323243,
+                    0.012307456016540527,
+                    0.012303359985351562,
+                    0.012289024353027344,
+                    0.012314623832702636,
+                    0.012319744110107422,
+                    0.012298239707946777,
+                    0.012294143676757812,
+                    0.012294143676757812,
+                    0.012313599586486817,
+                    0.012304384231567383,
+                    0.012331007957458496,
+                    0.012306431770324706,
+                    0.012536831855773926,
+                    0.012317695617675782,
+                    0.012305407524108887,
+                    0.012305407524108887,
+                    0.012344320297241211,
+                    0.012365823745727538,
+                    0.012306431770324706,
+                    0.012340224266052247,
+                    0.012446720123291016,
+                    0.012344320297241211,
+                    0.012328960418701173,
+                    0.012313599586486817,
+                    0.012316672325134278,
+                    0.012304384231567383,
+                    0.01233510398864746,
+                    0.01229312038421631,
+                    0.012469247817993164,
+                    0.012323840141296387,
+                    0.012305407524108887,
+                    0.012328960418701173,
+                    0.012310527801513671,
+                    0.012332032203674317,
+                    0.012322815895080566,
+                    0.012302335739135742,
+                    0.012307456016540527,
+                    0.012307456016540527,
+                    0.012333056449890138,
+                    0.012319744110107422,
+                    0.012307456016540527,
+                    0.012302335739135742,
+                    0.012306431770324706,
+                    0.012310527801513671,
+                    0.012306431770324706,
+                    0.012321791648864745,
+                    0.012316672325134278,
+                    0.012381183624267577,
+                    0.01233407974243164,
+                    0.012309503555297852,
+                    0.012308480262756348,
+                    0.012309503555297852,
+                    0.012305407524108887,
+                    0.012300288200378418,
+                    0.012299263954162597,
+                    0.01245900821685791,
+                    0.01265561580657959,
+                    0.012741632461547851,
+                    0.012381183624267577,
+                    0.012320768356323243,
+                    0.01232588768005371,
+                    0.012310527801513671,
+                    0.012302335739135742,
+                    0.012311552047729492,
+                    0.012313599586486817,
+                    0.012298239707946777,
+                    0.012321791648864745,
+                    0.012307456016540527,
+                    0.01234329605102539,
+                    0.012315648078918457,
+                    0.012310527801513671,
+                    0.01234329605102539,
+                    0.012322815895080566,
+                    0.012851200103759765,
+                    0.01233510398864746,
+                    0.012317695617675782,
+                    0.012311552047729492,
+                    0.012309503555297852,
+                    0.012356608390808106,
+                    0.012701696395874023,
+                    0.012320768356323243,
+                    0.012322815895080566,
+                    0.012310527801513671,
+                    0.012310527801513671,
+                    0.012312576293945313,
+                    0.012307456016540527,
+                    0.012299263954162597,
+                    0.012357631683349609,
+                    0.012317695617675782,
+                    0.012329983711242675,
+                    0.01233510398864746,
+                    0.012316672325134278,
+                    0.012307456016540527,
+                    0.012298239707946777,
+                    0.012304384231567383,
+                    0.012324864387512208,
+                    0.012319744110107422,
+                    0.01242521572113037,
+                    0.012321791648864745,
+                    0.012311552047729492,
+                    0.01234227180480957,
+                    0.012316672325134278,
+                    0.012322815895080566,
+                    0.012320768356323243,
+                    0.012312576293945313,
+                    0.012386303901672363,
+                    0.012308480262756348,
+                    0.012306431770324706,
+                    0.012300288200378418
+                ]
+            },
+            "throughput": {
+                "unit": "tokens/s",
+                "value": 81.05601105882496
+            },
+            "energy": null,
+            "efficiency": null
+        }
+    }
+}

2024-08-23/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark_config.json

@@ -0,0 +1,104 @@
+{
+    "name": "pytorch_generate",
+    "backend": {
+        "name": "pytorch",
+        "version": "2.4.0+cu121",
+        "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
+        "task": "text-generation",
+        "library": "transformers",
+        "model_type": "gemma",
+        "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": {},
+        "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,
+        "memory": true,
+        "latency": 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",
+        "numactl": false,
+        "numactl_kwargs": {},
+        "start_method": "spawn"
+    },
+    "environment": {
+        "cpu": " AMD EPYC 7R32",
+        "cpu_count": 16,
+        "cpu_ram_mb": 66697.252864,
+        "system": "Linux",
+        "machine": "x86_64",
+        "platform": "Linux-5.10.223-211.872.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": "0.4.0",
+        "optimum_benchmark_commit": null,
+        "transformers_version": "4.45.0.dev0",
+        "transformers_commit": "22e6f145259c4e9e156a3f846fad14b1cddfae4f",
+        "accelerate_version": "0.34.0.dev0",
+        "accelerate_commit": null,
+        "diffusers_version": null,
+        "diffusers_commit": null,
+        "optimum_version": "1.22.0.dev0",
+        "optimum_commit": null,
+        "timm_version": "0.9.16",
+        "timm_commit": null,
+        "peft_version": "0.12.1.dev0",
+        "peft_commit": null
+    }
+}

2024-08-23/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark_report.json

@@ -0,0 +1,367 @@
+{
+    "load": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1337.790464,
+            "max_global_vram": 6768.033792,
+            "max_process_vram": 0.0,
+            "max_reserved": 6138.363904,
+            "max_allocated": 6060.931072
+        },
+        "latency": {
+            "unit": "s",
+            "count": 1,
+            "total": 14.566982421875,
+            "mean": 14.566982421875,
+            "stdev": 0.0,
+            "p50": 14.566982421875,
+            "p90": 14.566982421875,
+            "p95": 14.566982421875,
+            "p99": 14.566982421875,
+            "values": [
+                14.566982421875
+            ]
+        },
+        "throughput": null,
+        "energy": null,
+        "efficiency": null
+    },
+    "prefill": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 1881.268224,
+            "max_global_vram": 6789.005312,
+            "max_process_vram": 0.0,
+            "max_reserved": 6138.363904,
+            "max_allocated": 5278.596608
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 0.028342944145202636,
+            "mean": 0.014171472072601318,
+            "stdev": 0.00016865587234497076,
+            "p50": 0.014171472072601318,
+            "p90": 0.014306396770477296,
+            "p95": 0.014323262357711792,
+            "p99": 0.01433675482749939,
+            "values": [
+                0.014002816200256347,
+                0.014340127944946289
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 493.95009665464335
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "decode": {
+        "memory": {
+            "unit": "MB",
+            "max_ram": 2050.977792,
+            "max_global_vram": 6071.779328,
+            "max_process_vram": 0.0,
+            "max_reserved": 5381.292032,
+            "max_allocated": 5282.647552
+        },
+        "latency": {
+            "unit": "s",
+            "count": 2,
+            "total": 3.1339351806640625,
+            "mean": 1.5669675903320313,
+            "stdev": 0.0006007690429687962,
+            "p50": 1.5669675903320313,
+            "p90": 1.5674482055664063,
+            "p95": 1.5675082824707032,
+            "p99": 1.5675563439941407,
+            "values": [
+                1.5663668212890625,
+                1.567568359375
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 81.04826212333431
+        },
+        "energy": null,
+        "efficiency": null
+    },
+    "per_token": {
+        "memory": null,
+        "latency": {
+            "unit": "s",
+            "count": 254,
+            "total": 3.133635577201846,
+            "mean": 0.012337147941739542,
+            "stdev": 8.349739559579007e-05,
+            "p50": 0.012313599586486817,
+            "p90": 0.012371046447753907,
+            "p95": 0.012460799980163573,
+            "p99": 0.01278398497581482,
+            "values": [
+                0.012340224266052247,
+                0.012322815895080566,
+                0.012314623832702636,
+                0.012331007957458496,
+                0.012315648078918457,
+                0.012322815895080566,
+                0.012327936172485352,
+                0.012323840141296387,
+                0.012304384231567383,
+                0.012297216415405274,
+                0.012312576293945313,
+                0.012306431770324706,
+                0.012387328147888184,
+                0.012309503555297852,
+                0.012307488441467285,
+                0.01231663990020752,
+                0.012300288200378418,
+                0.012296192169189453,
+                0.012288000106811523,
+                0.012316672325134278,
+                0.012319744110107422,
+                0.012400639533996583,
+                0.012313599586486817,
+                0.012310527801513671,
+                0.012307456016540527,
+                0.012306431770324706,
+                0.012317695617675782,
+                0.01231056022644043,
+                0.012321760177612304,
+                0.012313599586486817,
+                0.012316672325134278,
+                0.012327936172485352,
+                0.012314623832702636,
+                0.012308480262756348,
+                0.012308480262756348,
+                0.012307456016540527,
+                0.012308480262756348,
+                0.012360704421997071,
+                0.012598272323608398,
+                0.012464127540588378,
+                0.012311552047729492,
+                0.012316672325134278,
+                0.012321791648864745,
+                0.012337151527404786,
+                0.012302399635314942,
+                0.012313535690307617,
+                0.012312576293945313,
+                0.012294143676757812,
+                0.012300288200378418,
+                0.012316672325134278,
+                0.012317695617675782,
+                0.012866559982299805,
+                0.012371968269348145,
+                0.012306431770324706,
+                0.012333056449890138,
+                0.012306431770324706,
+                0.012309503555297852,
+                0.012311552047729492,
+                0.012300288200378418,
+                0.012307456016540527,
+                0.012299263954162597,
+                0.012301312446594239,
+                0.012301312446594239,
+                0.012368895530700684,
+                0.012338175773620605,
+                0.012332032203674317,
+                0.01232588768005371,
+                0.012319744110107422,
+                0.012308480262756348,
+                0.012299263954162597,
+                0.012324864387512208,
+                0.012321791648864745,
+                0.012309503555297852,
+                0.012305407524108887,
+                0.012304384231567383,
+                0.012313599586486817,
+                0.012304384231567383,
+                0.012318719863891601,
+                0.012302335739135742,
+                0.012320768356323243,
+                0.012311552047729492,
+                0.012306431770324706,
+                0.012375040054321289,
+                0.012304384231567383,
+                0.012324864387512208,
+                0.012298239707946777,
+                0.012302335739135742,
+                0.012309503555297852,
+                0.012309503555297852,
+                0.012300288200378418,
+                0.012314623832702636,
+                0.01232588768005371,
+                0.012329983711242675,
+                0.012400639533996583,
+                0.012310527801513671,
+                0.012300288200378418,
+                0.012304384231567383,
+                0.01232588768005371,
+                0.012313599586486817,
+                0.012311552047729492,
+                0.012332032203674317,
+                0.012305407524108887,
+                0.012309503555297852,
+                0.012318719863891601,
+                0.012321791648864745,
+                0.01234227180480957,
+                0.012307456016540527,
+                0.012312576293945313,
+                0.012298239707946777,
+                0.012305407524108887,
+                0.012315648078918457,
+                0.012307456016540527,
+                0.012301312446594239,
+                0.012309503555297852,
+                0.012308480262756348,
+                0.012315648078918457,
+                0.012301312446594239,
+                0.012395520210266114,
+                0.012308480262756348,
+                0.012306431770324706,
+                0.012324864387512208,
+                0.012709888458251953,
+                0.012357631683349609,
+                0.012603391647338867,
+                0.012352512359619141,
+                0.01247436809539795,
+                0.01234227180480957,
+                0.012345343589782716,
+                0.012311552047729492,
+                0.012328960418701173,
+                0.012332032203674317,
+                0.012321791648864745,
+                0.012337151527404786,
+                0.012305407524108887,
+                0.012831744194030761,
+                0.012348416328430176,
+                0.012306431770324706,
+                0.012307456016540527,
+                0.012299263954162597,
+                0.012295167922973632,
+                0.012306431770324706,
+                0.012301312446594239,
+                0.012324864387512208,
+                0.01238425636291504,
+                0.012320768356323243,
+                0.012307456016540527,
+                0.012303359985351562,
+                0.012289024353027344,
+                0.012314623832702636,
+                0.012319744110107422,
+                0.012298239707946777,
+                0.012294143676757812,
+                0.012294143676757812,
+                0.012313599586486817,
+                0.012304384231567383,
+                0.012331007957458496,
+                0.012306431770324706,
+                0.012536831855773926,
+                0.012317695617675782,
+                0.012305407524108887,
+                0.012305407524108887,
+                0.012344320297241211,
+                0.012365823745727538,
+                0.012306431770324706,
+                0.012340224266052247,
+                0.012446720123291016,
+                0.012344320297241211,
+                0.012328960418701173,
+                0.012313599586486817,
+                0.012316672325134278,
+                0.012304384231567383,
+                0.01233510398864746,
+                0.01229312038421631,
+                0.012469247817993164,
+                0.012323840141296387,
+                0.012305407524108887,
+                0.012328960418701173,
+                0.012310527801513671,
+                0.012332032203674317,
+                0.012322815895080566,
+                0.012302335739135742,
+                0.012307456016540527,
+                0.012307456016540527,
+                0.012333056449890138,
+                0.012319744110107422,
+                0.012307456016540527,
+                0.012302335739135742,
+                0.012306431770324706,
+                0.012310527801513671,
+                0.012306431770324706,
+                0.012321791648864745,
+                0.012316672325134278,
+                0.012381183624267577,
+                0.01233407974243164,
+                0.012309503555297852,
+                0.012308480262756348,
+                0.012309503555297852,
+                0.012305407524108887,
+                0.012300288200378418,
+                0.012299263954162597,
+                0.01245900821685791,
+                0.01265561580657959,
+                0.012741632461547851,
+                0.012381183624267577,
+                0.012320768356323243,
+                0.01232588768005371,
+                0.012310527801513671,
+                0.012302335739135742,
+                0.012311552047729492,
+                0.012313599586486817,
+                0.012298239707946777,
+                0.012321791648864745,
+                0.012307456016540527,
+                0.01234329605102539,
+                0.012315648078918457,
+                0.012310527801513671,
+                0.01234329605102539,
+                0.012322815895080566,
+                0.012851200103759765,
+                0.01233510398864746,
+                0.012317695617675782,
+                0.012311552047729492,
+                0.012309503555297852,
+                0.012356608390808106,
+                0.012701696395874023,
+                0.012320768356323243,
+                0.012322815895080566,
+                0.012310527801513671,
+                0.012310527801513671,
+                0.012312576293945313,
+                0.012307456016540527,
+                0.012299263954162597,
+                0.012357631683349609,
+                0.012317695617675782,
+                0.012329983711242675,
+                0.01233510398864746,
+                0.012316672325134278,
+                0.012307456016540527,
+                0.012298239707946777,
+                0.012304384231567383,
+                0.012324864387512208,
+                0.012319744110107422,
+                0.01242521572113037,
+                0.012321791648864745,
+                0.012311552047729492,
+                0.01234227180480957,
+                0.012316672325134278,
+                0.012322815895080566,
+                0.012320768356323243,
+                0.012312576293945313,
+                0.012386303901672363,
+                0.012308480262756348,
+                0.012306431770324706,
+                0.012300288200378418
+            ]
+        },
+        "throughput": {
+            "unit": "tokens/s",
+            "value": 81.05601105882496
+        },
+        "energy": null,
+        "efficiency": null
+    }
+}

2024-08-23/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/summary.json

@@ -0,0 +1,13 @@
+{
+    "model": "google/gemma-2b",
+    "commit": "22e6f145259c4e9e156a3f846fad14b1cddfae4f",
+    "config": "backend.cache_implementation=static,backend.torch_compile=True",
+    "metrics": {
+        "prefill.latency.mean": 0.014171472072601318,
+        "prefill.throughput.value": 493.95009665464335,
+        "decode.latency.mean": 1.5669675903320313,
+        "decode.throughput.value": 81.04826212333431,
+        "per_token.latency.mean": 0.012337147941739542,
+        "per_token.throughput.value": 81.05601105882496
+    }
+}

2024-08-23/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f/multirun.yaml

@@ -0,0 +1,234 @@
+hydra:
+  run:
+    dir: _benchmark/tmpu7jyu3dp/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f/${hydra.job.override_dirname}
+  sweep:
+    dir: _benchmark/tmpu7jyu3dp/commit=22e6f145259c4e9e156a3f846fad14b1cddfae4f
+    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)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  job_logging:
+    version: 1
+    root:
+      level: ERROR
+    disable_existing_loggers: true
+  env: {}
+  mode: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra/job_logging=disabled
+    - hydra/hydra_logging=disabled
+    - hydra.sweep.dir=_benchmark/tmpu7jyu3dp/commit\=22e6f145259c4e9e156a3f846fad14b1cddfae4f
+    - hydra.run.dir=_benchmark/tmpu7jyu3dp/commit\=22e6f145259c4e9e156a3f846fad14b1cddfae4f/${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: 2.4.0+cu121
+  _target_: optimum_benchmark.backends.pytorch.backend.PyTorchBackend
+  task: null
+  library: null
+  model_type: 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: {}
+  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
+  memory: true
+  latency: 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
+  numactl: false
+  numactl_kwargs: {}
+  start_method: spawn
+environment:
+  cpu: ' AMD EPYC 7R32'
+  cpu_count: 16
+  cpu_ram_mb: 66697.252864
+  system: Linux
+  machine: x86_64
+  platform: Linux-5.10.223-211.872.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: 0.4.0
+  optimum_benchmark_commit: null
+  transformers_version: 4.45.0.dev0
+  transformers_commit: 22e6f145259c4e9e156a3f846fad14b1cddfae4f
+  accelerate_version: 0.34.0.dev0
+  accelerate_commit: null
+  diffusers_version: null
+  diffusers_commit: null
+  optimum_version: 1.22.0.dev0
+  optimum_commit: null
+  timm_version: 0.9.16
+  timm_commit: null
+  peft_version: 0.12.1.dev0
+  peft_commit: null

2024-08-23/summaries.json

@@ -0,0 +1,41 @@
+[
+    {
+        "model": "google/gemma-2b",
+        "commit": "22e6f145259c4e9e156a3f846fad14b1cddfae4f",
+        "config": "backend.cache_implementation=null,backend.torch_compile=False",
+        "metrics": {
+            "prefill.latency.mean": 0.0198448486328125,
+            "prefill.throughput.value": 352.73637655395555,
+            "decode.latency.mean": 2.5000133056640625,
+            "decode.throughput.value": 50.799729630345226,
+            "per_token.latency.mean": 0.019683876322949025,
+            "per_token.throughput.value": 50.80300158328676
+        }
+    },
+    {
+        "model": "google/gemma-2b",
+        "commit": "22e6f145259c4e9e156a3f846fad14b1cddfae4f",
+        "config": "backend.cache_implementation=static,backend.torch_compile=False",
+        "metrics": {
+            "prefill.latency.mean": 0.022113823890686037,
+            "prefill.throughput.value": 316.544078247285,
+            "decode.latency.mean": 2.5960406494140624,
+            "decode.throughput.value": 48.92065154244193,
+            "per_token.latency.mean": 0.020440233373266507,
+            "per_token.throughput.value": 48.92312048197483
+        }
+    },
+    {
+        "model": "google/gemma-2b",
+        "commit": "22e6f145259c4e9e156a3f846fad14b1cddfae4f",
+        "config": "backend.cache_implementation=static,backend.torch_compile=True",
+        "metrics": {
+            "prefill.latency.mean": 0.014171472072601318,
+            "prefill.throughput.value": 493.95009665464335,
+            "decode.latency.mean": 1.5669675903320313,
+            "decode.throughput.value": 81.04826212333431,
+            "per_token.latency.mean": 0.012337147941739542,
+            "per_token.throughput.value": 81.05601105882496
+        }
+    }
+]

2024-08-23/summary.json

@@ -0,0 +1,40 @@
+{
+    "google/gemma-2b": {
+        "backend.cache_implementation=null,backend.torch_compile=False": {
+            "22e6f145259c4e9e156a3f846fad14b1cddfae4f": {
+                "metrics": {
+                    "prefill.latency.mean": 0.0198448486328125,
+                    "prefill.throughput.value": 352.73637655395555,
+                    "decode.latency.mean": 2.5000133056640625,
+                    "decode.throughput.value": 50.799729630345226,
+                    "per_token.latency.mean": 0.019683876322949025,
+                    "per_token.throughput.value": 50.80300158328676
+                }
+            }
+        },
+        "backend.cache_implementation=static,backend.torch_compile=False": {
+            "22e6f145259c4e9e156a3f846fad14b1cddfae4f": {
+                "metrics": {
+                    "prefill.latency.mean": 0.022113823890686037,
+                    "prefill.throughput.value": 316.544078247285,
+                    "decode.latency.mean": 2.5960406494140624,
+                    "decode.throughput.value": 48.92065154244193,
+                    "per_token.latency.mean": 0.020440233373266507,
+                    "per_token.throughput.value": 48.92312048197483
+                }
+            }
+        },
+        "backend.cache_implementation=static,backend.torch_compile=True": {
+            "22e6f145259c4e9e156a3f846fad14b1cddfae4f": {
+                "metrics": {
+                    "prefill.latency.mean": 0.014171472072601318,
+                    "prefill.throughput.value": 493.95009665464335,
+                    "decode.latency.mean": 1.5669675903320313,
+                    "decode.throughput.value": 81.04826212333431,
+                    "per_token.latency.mean": 0.012337147941739542,
+                    "per_token.throughput.value": 81.05601105882496
+                }
+            }
+        }
+    }
+}