hf-transformers-bot
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Browse files- 2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/config.yaml +93 -0
- 2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/hydra.yaml +141 -0
- 2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/overrides.yaml +3 -0
- 2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark.json +473 -0
- 2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark.log +0 -0
- 2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark_config.json +104 -0
- 2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark_report.json +367 -0
- 2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/summary.json +13 -0
- 2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/config.yaml +93 -0
- 2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/hydra.yaml +141 -0
- 2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/overrides.yaml +3 -0
- 2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark.log +2 -0
- 2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark_config.json +104 -0
- 2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/config.yaml +93 -0
- 2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/hydra.yaml +141 -0
- 2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/overrides.yaml +3 -0
- 2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark.json +473 -0
- 2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark.log +0 -0
- 2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark_config.json +104 -0
- 2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark_report.json +367 -0
- 2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/summary.json +13 -0
- 2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/config.yaml +93 -0
- 2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/hydra.yaml +141 -0
- 2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/overrides.yaml +3 -0
- 2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark.json +473 -0
- 2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark.log +0 -0
- 2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark_config.json +104 -0
- 2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark_report.json +367 -0
- 2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/summary.json +13 -0
- 2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/multirun.yaml +234 -0
- 2024-08-30/summaries.json +41 -0
- 2024-08-30/summary.json +40 -0
2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/config.yaml
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name: pytorch_generate
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backend:
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name: pytorch
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version: 2.4.0+cu121
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+
_target_: optimum_benchmark.backends.pytorch.backend.PyTorchBackend
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+
task: null
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+
library: null
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+
model_type: null
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model: google/gemma-2b
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processor: null
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device: cuda
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device_ids: '0'
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seed: 42
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+
inter_op_num_threads: null
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intra_op_num_threads: null
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model_kwargs: {}
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processor_kwargs: {}
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+
no_weights: true
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+
device_map: null
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+
torch_dtype: float16
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+
eval_mode: true
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+
to_bettertransformer: false
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low_cpu_mem_usage: null
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attn_implementation: null
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cache_implementation: null
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autocast_enabled: false
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autocast_dtype: null
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torch_compile: false
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torch_compile_target: forward
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torch_compile_config:
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backend: inductor
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mode: reduce-overhead
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fullgraph: true
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quantization_scheme: null
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quantization_config: {}
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deepspeed_inference: false
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deepspeed_inference_config: {}
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peft_type: null
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peft_config: {}
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scenario:
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name: inference
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_target_: optimum_benchmark.scenarios.inference.scenario.InferenceScenario
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iterations: 2
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duration: 0
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warmup_runs: 10
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input_shapes:
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+
batch_size: 1
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sequence_length: 7
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new_tokens: null
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memory: true
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latency: true
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energy: false
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forward_kwargs: {}
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generate_kwargs:
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+
max_new_tokens: 128
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+
min_new_tokens: 128
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+
do_sample: false
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+
call_kwargs: {}
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+
launcher:
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name: process
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+
_target_: optimum_benchmark.launchers.process.launcher.ProcessLauncher
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+
device_isolation: true
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+
device_isolation_action: warn
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+
numactl: false
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+
numactl_kwargs: {}
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start_method: spawn
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environment:
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+
cpu: ' AMD EPYC 7R32'
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+
cpu_count: 16
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+
cpu_ram_mb: 66697.261056
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+
system: Linux
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72 |
+
machine: x86_64
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+
platform: Linux-5.10.223-211.872.amzn2.x86_64-x86_64-with-glibc2.29
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processor: x86_64
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+
python_version: 3.8.10
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+
gpu:
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+
- NVIDIA A10G
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+
gpu_count: 1
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+
gpu_vram_mb: 24146608128
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80 |
+
optimum_benchmark_version: 0.4.0
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81 |
+
optimum_benchmark_commit: null
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82 |
+
transformers_version: 4.45.0.dev0
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83 |
+
transformers_commit: c409cd81777fb27aadc043ed3d8339dbc020fb3b
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+
accelerate_version: 0.34.0.dev0
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+
accelerate_commit: null
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86 |
+
diffusers_version: null
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+
diffusers_commit: null
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+
optimum_version: 1.22.0.dev0
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+
optimum_commit: null
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+
timm_version: 0.9.16
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91 |
+
timm_commit: null
|
92 |
+
peft_version: 0.12.1.dev0
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93 |
+
peft_commit: null
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2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/hydra.yaml
ADDED
@@ -0,0 +1,141 @@
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1 |
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hydra:
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2 |
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run:
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3 |
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dir: _benchmark/tmpc2ccrbe1/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/${hydra.job.override_dirname}
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4 |
+
sweep:
|
5 |
+
dir: _benchmark/tmpc2ccrbe1/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b
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6 |
+
subdir: ${hydra.job.override_dirname}
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7 |
+
launcher:
|
8 |
+
_target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
|
9 |
+
sweeper:
|
10 |
+
_target_: hydra._internal.core_plugins.basic_sweeper.BasicSweeper
|
11 |
+
max_batch_size: null
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12 |
+
params: null
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13 |
+
help:
|
14 |
+
app_name: ${hydra.job.name}
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15 |
+
header: '${hydra.help.app_name} is powered by Hydra.
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16 |
+
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17 |
+
'
|
18 |
+
footer: 'Powered by Hydra (https://hydra.cc)
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19 |
+
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20 |
+
Use --hydra-help to view Hydra specific help
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21 |
+
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22 |
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'
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23 |
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template: '${hydra.help.header}
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24 |
+
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25 |
+
== Configuration groups ==
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26 |
+
|
27 |
+
Compose your configuration from those groups (group=option)
|
28 |
+
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29 |
+
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30 |
+
$APP_CONFIG_GROUPS
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31 |
+
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32 |
+
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33 |
+
== Config ==
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34 |
+
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35 |
+
Override anything in the config (foo.bar=value)
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36 |
+
|
37 |
+
|
38 |
+
$CONFIG
|
39 |
+
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40 |
+
|
41 |
+
${hydra.help.footer}
|
42 |
+
|
43 |
+
'
|
44 |
+
hydra_help:
|
45 |
+
template: 'Hydra (${hydra.runtime.version})
|
46 |
+
|
47 |
+
See https://hydra.cc for more info.
|
48 |
+
|
49 |
+
|
50 |
+
== Flags ==
|
51 |
+
|
52 |
+
$FLAGS_HELP
|
53 |
+
|
54 |
+
|
55 |
+
== Configuration groups ==
|
56 |
+
|
57 |
+
Compose your configuration from those groups (For example, append hydra/job_logging=disabled
|
58 |
+
to command line)
|
59 |
+
|
60 |
+
|
61 |
+
$HYDRA_CONFIG_GROUPS
|
62 |
+
|
63 |
+
|
64 |
+
Use ''--cfg hydra'' to Show the Hydra config.
|
65 |
+
|
66 |
+
'
|
67 |
+
hydra_help: ???
|
68 |
+
hydra_logging:
|
69 |
+
version: 1
|
70 |
+
root:
|
71 |
+
level: ERROR
|
72 |
+
disable_existing_loggers: true
|
73 |
+
job_logging:
|
74 |
+
version: 1
|
75 |
+
root:
|
76 |
+
level: ERROR
|
77 |
+
disable_existing_loggers: true
|
78 |
+
env: {}
|
79 |
+
mode: MULTIRUN
|
80 |
+
searchpath: []
|
81 |
+
callbacks: {}
|
82 |
+
output_subdir: .hydra
|
83 |
+
overrides:
|
84 |
+
hydra:
|
85 |
+
- hydra/job_logging=disabled
|
86 |
+
- hydra/hydra_logging=disabled
|
87 |
+
- hydra.sweep.dir=_benchmark/tmpc2ccrbe1/commit\=c409cd81777fb27aadc043ed3d8339dbc020fb3b
|
88 |
+
- hydra.run.dir=_benchmark/tmpc2ccrbe1/commit\=c409cd81777fb27aadc043ed3d8339dbc020fb3b/${hydra.job.override_dirname}
|
89 |
+
- hydra.mode=MULTIRUN
|
90 |
+
task:
|
91 |
+
- backend.model=google/gemma-2b
|
92 |
+
- backend.cache_implementation=null
|
93 |
+
- backend.torch_compile=False
|
94 |
+
job:
|
95 |
+
name: cli
|
96 |
+
chdir: true
|
97 |
+
override_dirname: backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False
|
98 |
+
id: '0'
|
99 |
+
num: 0
|
100 |
+
config_name: generation
|
101 |
+
env_set:
|
102 |
+
OVERRIDE_BENCHMARKS: '1'
|
103 |
+
LOG_LEVEL: WARN
|
104 |
+
env_copy: []
|
105 |
+
config:
|
106 |
+
override_dirname:
|
107 |
+
kv_sep: '='
|
108 |
+
item_sep: ','
|
109 |
+
exclude_keys: []
|
110 |
+
runtime:
|
111 |
+
version: 1.3.2
|
112 |
+
version_base: '1.3'
|
113 |
+
cwd: /transformers
|
114 |
+
config_sources:
|
115 |
+
- path: hydra.conf
|
116 |
+
schema: pkg
|
117 |
+
provider: hydra
|
118 |
+
- path: optimum_benchmark
|
119 |
+
schema: pkg
|
120 |
+
provider: main
|
121 |
+
- path: /transformers/benchmark/config
|
122 |
+
schema: file
|
123 |
+
provider: command-line
|
124 |
+
- path: ''
|
125 |
+
schema: structured
|
126 |
+
provider: schema
|
127 |
+
output_dir: /transformers/_benchmark/tmpc2ccrbe1/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False
|
128 |
+
choices:
|
129 |
+
backend: pytorch
|
130 |
+
launcher: process
|
131 |
+
scenario: inference
|
132 |
+
hydra/env: default
|
133 |
+
hydra/callbacks: null
|
134 |
+
hydra/job_logging: disabled
|
135 |
+
hydra/hydra_logging: disabled
|
136 |
+
hydra/hydra_help: default
|
137 |
+
hydra/help: default
|
138 |
+
hydra/sweeper: basic
|
139 |
+
hydra/launcher: basic
|
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+
hydra/output: default
|
141 |
+
verbose: false
|
2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/overrides.yaml
ADDED
@@ -0,0 +1,3 @@
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+
- backend.model=google/gemma-2b
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- backend.cache_implementation=null
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+
- backend.torch_compile=False
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2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark.json
ADDED
@@ -0,0 +1,473 @@
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|
1 |
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{
|
2 |
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"config": {
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3 |
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"name": "pytorch_generate",
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4 |
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]
|
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},
|
360 |
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"throughput": {
|
361 |
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"unit": "tokens/s",
|
362 |
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"value": 52.14765143945731
|
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},
|
364 |
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"energy": null,
|
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"efficiency": null
|
366 |
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}
|
367 |
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}
|
2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=False/summary.json
ADDED
@@ -0,0 +1,13 @@
|
|
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|
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|
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|
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|
|
|
|
|
1 |
+
{
|
2 |
+
"model": "google/gemma-2b",
|
3 |
+
"commit": "c409cd81777fb27aadc043ed3d8339dbc020fb3b",
|
4 |
+
"config": "backend.cache_implementation=null,backend.torch_compile=False",
|
5 |
+
"metrics": {
|
6 |
+
"prefill.latency.mean": 0.020490752220153806,
|
7 |
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"prefill.throughput.value": 341.61752212859744,
|
8 |
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"decode.latency.mean": 2.4355491943359375,
|
9 |
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"decode.throughput.value": 52.14429677517849,
|
10 |
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"per_token.latency.mean": 0.019176319017185,
|
11 |
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"per_token.throughput.value": 52.14765143945731
|
12 |
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}
|
13 |
+
}
|
2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/config.yaml
ADDED
@@ -0,0 +1,93 @@
|
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|
1 |
+
name: pytorch_generate
|
2 |
+
backend:
|
3 |
+
name: pytorch
|
4 |
+
version: 2.4.0+cu121
|
5 |
+
_target_: optimum_benchmark.backends.pytorch.backend.PyTorchBackend
|
6 |
+
task: null
|
7 |
+
library: null
|
8 |
+
model_type: null
|
9 |
+
model: google/gemma-2b
|
10 |
+
processor: null
|
11 |
+
device: cuda
|
12 |
+
device_ids: '0'
|
13 |
+
seed: 42
|
14 |
+
inter_op_num_threads: null
|
15 |
+
intra_op_num_threads: null
|
16 |
+
model_kwargs: {}
|
17 |
+
processor_kwargs: {}
|
18 |
+
no_weights: true
|
19 |
+
device_map: null
|
20 |
+
torch_dtype: float16
|
21 |
+
eval_mode: true
|
22 |
+
to_bettertransformer: false
|
23 |
+
low_cpu_mem_usage: null
|
24 |
+
attn_implementation: null
|
25 |
+
cache_implementation: null
|
26 |
+
autocast_enabled: false
|
27 |
+
autocast_dtype: null
|
28 |
+
torch_compile: true
|
29 |
+
torch_compile_target: forward
|
30 |
+
torch_compile_config:
|
31 |
+
backend: inductor
|
32 |
+
mode: reduce-overhead
|
33 |
+
fullgraph: true
|
34 |
+
quantization_scheme: null
|
35 |
+
quantization_config: {}
|
36 |
+
deepspeed_inference: false
|
37 |
+
deepspeed_inference_config: {}
|
38 |
+
peft_type: null
|
39 |
+
peft_config: {}
|
40 |
+
scenario:
|
41 |
+
name: inference
|
42 |
+
_target_: optimum_benchmark.scenarios.inference.scenario.InferenceScenario
|
43 |
+
iterations: 2
|
44 |
+
duration: 0
|
45 |
+
warmup_runs: 10
|
46 |
+
input_shapes:
|
47 |
+
batch_size: 1
|
48 |
+
sequence_length: 7
|
49 |
+
new_tokens: null
|
50 |
+
memory: true
|
51 |
+
latency: true
|
52 |
+
energy: false
|
53 |
+
forward_kwargs: {}
|
54 |
+
generate_kwargs:
|
55 |
+
max_new_tokens: 128
|
56 |
+
min_new_tokens: 128
|
57 |
+
do_sample: false
|
58 |
+
call_kwargs: {}
|
59 |
+
launcher:
|
60 |
+
name: process
|
61 |
+
_target_: optimum_benchmark.launchers.process.launcher.ProcessLauncher
|
62 |
+
device_isolation: true
|
63 |
+
device_isolation_action: warn
|
64 |
+
numactl: false
|
65 |
+
numactl_kwargs: {}
|
66 |
+
start_method: spawn
|
67 |
+
environment:
|
68 |
+
cpu: ' AMD EPYC 7R32'
|
69 |
+
cpu_count: 16
|
70 |
+
cpu_ram_mb: 66697.261056
|
71 |
+
system: Linux
|
72 |
+
machine: x86_64
|
73 |
+
platform: Linux-5.10.223-211.872.amzn2.x86_64-x86_64-with-glibc2.29
|
74 |
+
processor: x86_64
|
75 |
+
python_version: 3.8.10
|
76 |
+
gpu:
|
77 |
+
- NVIDIA A10G
|
78 |
+
gpu_count: 1
|
79 |
+
gpu_vram_mb: 24146608128
|
80 |
+
optimum_benchmark_version: 0.4.0
|
81 |
+
optimum_benchmark_commit: null
|
82 |
+
transformers_version: 4.45.0.dev0
|
83 |
+
transformers_commit: c409cd81777fb27aadc043ed3d8339dbc020fb3b
|
84 |
+
accelerate_version: 0.34.0.dev0
|
85 |
+
accelerate_commit: null
|
86 |
+
diffusers_version: null
|
87 |
+
diffusers_commit: null
|
88 |
+
optimum_version: 1.22.0.dev0
|
89 |
+
optimum_commit: null
|
90 |
+
timm_version: 0.9.16
|
91 |
+
timm_commit: null
|
92 |
+
peft_version: 0.12.1.dev0
|
93 |
+
peft_commit: null
|
2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/hydra.yaml
ADDED
@@ -0,0 +1,141 @@
|
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|
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|
1 |
+
hydra:
|
2 |
+
run:
|
3 |
+
dir: _benchmark/tmpc2ccrbe1/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/${hydra.job.override_dirname}
|
4 |
+
sweep:
|
5 |
+
dir: _benchmark/tmpc2ccrbe1/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b
|
6 |
+
subdir: ${hydra.job.override_dirname}
|
7 |
+
launcher:
|
8 |
+
_target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
|
9 |
+
sweeper:
|
10 |
+
_target_: hydra._internal.core_plugins.basic_sweeper.BasicSweeper
|
11 |
+
max_batch_size: null
|
12 |
+
params: null
|
13 |
+
help:
|
14 |
+
app_name: ${hydra.job.name}
|
15 |
+
header: '${hydra.help.app_name} is powered by Hydra.
|
16 |
+
|
17 |
+
'
|
18 |
+
footer: 'Powered by Hydra (https://hydra.cc)
|
19 |
+
|
20 |
+
Use --hydra-help to view Hydra specific help
|
21 |
+
|
22 |
+
'
|
23 |
+
template: '${hydra.help.header}
|
24 |
+
|
25 |
+
== Configuration groups ==
|
26 |
+
|
27 |
+
Compose your configuration from those groups (group=option)
|
28 |
+
|
29 |
+
|
30 |
+
$APP_CONFIG_GROUPS
|
31 |
+
|
32 |
+
|
33 |
+
== Config ==
|
34 |
+
|
35 |
+
Override anything in the config (foo.bar=value)
|
36 |
+
|
37 |
+
|
38 |
+
$CONFIG
|
39 |
+
|
40 |
+
|
41 |
+
${hydra.help.footer}
|
42 |
+
|
43 |
+
'
|
44 |
+
hydra_help:
|
45 |
+
template: 'Hydra (${hydra.runtime.version})
|
46 |
+
|
47 |
+
See https://hydra.cc for more info.
|
48 |
+
|
49 |
+
|
50 |
+
== Flags ==
|
51 |
+
|
52 |
+
$FLAGS_HELP
|
53 |
+
|
54 |
+
|
55 |
+
== Configuration groups ==
|
56 |
+
|
57 |
+
Compose your configuration from those groups (For example, append hydra/job_logging=disabled
|
58 |
+
to command line)
|
59 |
+
|
60 |
+
|
61 |
+
$HYDRA_CONFIG_GROUPS
|
62 |
+
|
63 |
+
|
64 |
+
Use ''--cfg hydra'' to Show the Hydra config.
|
65 |
+
|
66 |
+
'
|
67 |
+
hydra_help: ???
|
68 |
+
hydra_logging:
|
69 |
+
version: 1
|
70 |
+
root:
|
71 |
+
level: ERROR
|
72 |
+
disable_existing_loggers: true
|
73 |
+
job_logging:
|
74 |
+
version: 1
|
75 |
+
root:
|
76 |
+
level: ERROR
|
77 |
+
disable_existing_loggers: true
|
78 |
+
env: {}
|
79 |
+
mode: MULTIRUN
|
80 |
+
searchpath: []
|
81 |
+
callbacks: {}
|
82 |
+
output_subdir: .hydra
|
83 |
+
overrides:
|
84 |
+
hydra:
|
85 |
+
- hydra/job_logging=disabled
|
86 |
+
- hydra/hydra_logging=disabled
|
87 |
+
- hydra.sweep.dir=_benchmark/tmpc2ccrbe1/commit\=c409cd81777fb27aadc043ed3d8339dbc020fb3b
|
88 |
+
- hydra.run.dir=_benchmark/tmpc2ccrbe1/commit\=c409cd81777fb27aadc043ed3d8339dbc020fb3b/${hydra.job.override_dirname}
|
89 |
+
- hydra.mode=MULTIRUN
|
90 |
+
task:
|
91 |
+
- backend.model=google/gemma-2b
|
92 |
+
- backend.cache_implementation=null
|
93 |
+
- backend.torch_compile=True
|
94 |
+
job:
|
95 |
+
name: cli
|
96 |
+
chdir: true
|
97 |
+
override_dirname: backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True
|
98 |
+
id: '1'
|
99 |
+
num: 1
|
100 |
+
config_name: generation
|
101 |
+
env_set:
|
102 |
+
OVERRIDE_BENCHMARKS: '1'
|
103 |
+
LOG_LEVEL: WARN
|
104 |
+
env_copy: []
|
105 |
+
config:
|
106 |
+
override_dirname:
|
107 |
+
kv_sep: '='
|
108 |
+
item_sep: ','
|
109 |
+
exclude_keys: []
|
110 |
+
runtime:
|
111 |
+
version: 1.3.2
|
112 |
+
version_base: '1.3'
|
113 |
+
cwd: /transformers
|
114 |
+
config_sources:
|
115 |
+
- path: hydra.conf
|
116 |
+
schema: pkg
|
117 |
+
provider: hydra
|
118 |
+
- path: optimum_benchmark
|
119 |
+
schema: pkg
|
120 |
+
provider: main
|
121 |
+
- path: /transformers/benchmark/config
|
122 |
+
schema: file
|
123 |
+
provider: command-line
|
124 |
+
- path: ''
|
125 |
+
schema: structured
|
126 |
+
provider: schema
|
127 |
+
output_dir: /transformers/_benchmark/tmpc2ccrbe1/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True
|
128 |
+
choices:
|
129 |
+
backend: pytorch
|
130 |
+
launcher: process
|
131 |
+
scenario: inference
|
132 |
+
hydra/env: default
|
133 |
+
hydra/callbacks: null
|
134 |
+
hydra/job_logging: disabled
|
135 |
+
hydra/hydra_logging: disabled
|
136 |
+
hydra/hydra_help: default
|
137 |
+
hydra/help: default
|
138 |
+
hydra/sweeper: basic
|
139 |
+
hydra/launcher: basic
|
140 |
+
hydra/output: default
|
141 |
+
verbose: false
|
2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/overrides.yaml
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
- backend.model=google/gemma-2b
|
2 |
+
- backend.cache_implementation=null
|
3 |
+
- backend.torch_compile=True
|
2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark.log
ADDED
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
1 |
+
[ISOLATED-PROCESS][[36m2024-08-30 02:42:19,830[0m][[34mprocess[0m][[31mERROR[0m] - + Sending traceback to main process[0m
|
2 |
+
[MAIN-PROCESS][[36m2024-08-30 02:42:22,209[0m][[34mprocess[0m][[31mERROR[0m] - + Received traceback from isolated process[0m
|
2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=null,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark_config.json
ADDED
@@ -0,0 +1,104 @@
|
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|
|
|
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|
|
|
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|
1 |
+
{
|
2 |
+
"name": "pytorch_generate",
|
3 |
+
"backend": {
|
4 |
+
"name": "pytorch",
|
5 |
+
"version": "2.4.0+cu121",
|
6 |
+
"_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
|
7 |
+
"task": "text-generation",
|
8 |
+
"library": "transformers",
|
9 |
+
"model_type": "gemma",
|
10 |
+
"model": "google/gemma-2b",
|
11 |
+
"processor": "google/gemma-2b",
|
12 |
+
"device": "cuda",
|
13 |
+
"device_ids": "0",
|
14 |
+
"seed": 42,
|
15 |
+
"inter_op_num_threads": null,
|
16 |
+
"intra_op_num_threads": null,
|
17 |
+
"model_kwargs": {},
|
18 |
+
"processor_kwargs": {},
|
19 |
+
"no_weights": true,
|
20 |
+
"device_map": null,
|
21 |
+
"torch_dtype": "float16",
|
22 |
+
"eval_mode": true,
|
23 |
+
"to_bettertransformer": false,
|
24 |
+
"low_cpu_mem_usage": null,
|
25 |
+
"attn_implementation": null,
|
26 |
+
"cache_implementation": null,
|
27 |
+
"autocast_enabled": false,
|
28 |
+
"autocast_dtype": null,
|
29 |
+
"torch_compile": true,
|
30 |
+
"torch_compile_target": "forward",
|
31 |
+
"torch_compile_config": {
|
32 |
+
"backend": "inductor",
|
33 |
+
"mode": "reduce-overhead",
|
34 |
+
"fullgraph": true
|
35 |
+
},
|
36 |
+
"quantization_scheme": null,
|
37 |
+
"quantization_config": {},
|
38 |
+
"deepspeed_inference": false,
|
39 |
+
"deepspeed_inference_config": {},
|
40 |
+
"peft_type": null,
|
41 |
+
"peft_config": {}
|
42 |
+
},
|
43 |
+
"scenario": {
|
44 |
+
"name": "inference",
|
45 |
+
"_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario",
|
46 |
+
"iterations": 2,
|
47 |
+
"duration": 0,
|
48 |
+
"warmup_runs": 10,
|
49 |
+
"input_shapes": {
|
50 |
+
"batch_size": 1,
|
51 |
+
"num_choices": 2,
|
52 |
+
"sequence_length": 7
|
53 |
+
},
|
54 |
+
"new_tokens": null,
|
55 |
+
"memory": true,
|
56 |
+
"latency": true,
|
57 |
+
"energy": false,
|
58 |
+
"forward_kwargs": {},
|
59 |
+
"generate_kwargs": {
|
60 |
+
"max_new_tokens": 128,
|
61 |
+
"min_new_tokens": 128,
|
62 |
+
"do_sample": false
|
63 |
+
},
|
64 |
+
"call_kwargs": {}
|
65 |
+
},
|
66 |
+
"launcher": {
|
67 |
+
"name": "process",
|
68 |
+
"_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher",
|
69 |
+
"device_isolation": true,
|
70 |
+
"device_isolation_action": "warn",
|
71 |
+
"numactl": false,
|
72 |
+
"numactl_kwargs": {},
|
73 |
+
"start_method": "spawn"
|
74 |
+
},
|
75 |
+
"environment": {
|
76 |
+
"cpu": " AMD EPYC 7R32",
|
77 |
+
"cpu_count": 16,
|
78 |
+
"cpu_ram_mb": 66697.261056,
|
79 |
+
"system": "Linux",
|
80 |
+
"machine": "x86_64",
|
81 |
+
"platform": "Linux-5.10.223-211.872.amzn2.x86_64-x86_64-with-glibc2.29",
|
82 |
+
"processor": "x86_64",
|
83 |
+
"python_version": "3.8.10",
|
84 |
+
"gpu": [
|
85 |
+
"NVIDIA A10G"
|
86 |
+
],
|
87 |
+
"gpu_count": 1,
|
88 |
+
"gpu_vram_mb": 24146608128,
|
89 |
+
"optimum_benchmark_version": "0.4.0",
|
90 |
+
"optimum_benchmark_commit": null,
|
91 |
+
"transformers_version": "4.45.0.dev0",
|
92 |
+
"transformers_commit": "c409cd81777fb27aadc043ed3d8339dbc020fb3b",
|
93 |
+
"accelerate_version": "0.34.0.dev0",
|
94 |
+
"accelerate_commit": null,
|
95 |
+
"diffusers_version": null,
|
96 |
+
"diffusers_commit": null,
|
97 |
+
"optimum_version": "1.22.0.dev0",
|
98 |
+
"optimum_commit": null,
|
99 |
+
"timm_version": "0.9.16",
|
100 |
+
"timm_commit": null,
|
101 |
+
"peft_version": "0.12.1.dev0",
|
102 |
+
"peft_commit": null
|
103 |
+
}
|
104 |
+
}
|
2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/config.yaml
ADDED
@@ -0,0 +1,93 @@
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|
1 |
+
name: pytorch_generate
|
2 |
+
backend:
|
3 |
+
name: pytorch
|
4 |
+
version: 2.4.0+cu121
|
5 |
+
_target_: optimum_benchmark.backends.pytorch.backend.PyTorchBackend
|
6 |
+
task: null
|
7 |
+
library: null
|
8 |
+
model_type: null
|
9 |
+
model: google/gemma-2b
|
10 |
+
processor: null
|
11 |
+
device: cuda
|
12 |
+
device_ids: '0'
|
13 |
+
seed: 42
|
14 |
+
inter_op_num_threads: null
|
15 |
+
intra_op_num_threads: null
|
16 |
+
model_kwargs: {}
|
17 |
+
processor_kwargs: {}
|
18 |
+
no_weights: true
|
19 |
+
device_map: null
|
20 |
+
torch_dtype: float16
|
21 |
+
eval_mode: true
|
22 |
+
to_bettertransformer: false
|
23 |
+
low_cpu_mem_usage: null
|
24 |
+
attn_implementation: null
|
25 |
+
cache_implementation: static
|
26 |
+
autocast_enabled: false
|
27 |
+
autocast_dtype: null
|
28 |
+
torch_compile: false
|
29 |
+
torch_compile_target: forward
|
30 |
+
torch_compile_config:
|
31 |
+
backend: inductor
|
32 |
+
mode: reduce-overhead
|
33 |
+
fullgraph: true
|
34 |
+
quantization_scheme: null
|
35 |
+
quantization_config: {}
|
36 |
+
deepspeed_inference: false
|
37 |
+
deepspeed_inference_config: {}
|
38 |
+
peft_type: null
|
39 |
+
peft_config: {}
|
40 |
+
scenario:
|
41 |
+
name: inference
|
42 |
+
_target_: optimum_benchmark.scenarios.inference.scenario.InferenceScenario
|
43 |
+
iterations: 2
|
44 |
+
duration: 0
|
45 |
+
warmup_runs: 10
|
46 |
+
input_shapes:
|
47 |
+
batch_size: 1
|
48 |
+
sequence_length: 7
|
49 |
+
new_tokens: null
|
50 |
+
memory: true
|
51 |
+
latency: true
|
52 |
+
energy: false
|
53 |
+
forward_kwargs: {}
|
54 |
+
generate_kwargs:
|
55 |
+
max_new_tokens: 128
|
56 |
+
min_new_tokens: 128
|
57 |
+
do_sample: false
|
58 |
+
call_kwargs: {}
|
59 |
+
launcher:
|
60 |
+
name: process
|
61 |
+
_target_: optimum_benchmark.launchers.process.launcher.ProcessLauncher
|
62 |
+
device_isolation: true
|
63 |
+
device_isolation_action: warn
|
64 |
+
numactl: false
|
65 |
+
numactl_kwargs: {}
|
66 |
+
start_method: spawn
|
67 |
+
environment:
|
68 |
+
cpu: ' AMD EPYC 7R32'
|
69 |
+
cpu_count: 16
|
70 |
+
cpu_ram_mb: 66697.261056
|
71 |
+
system: Linux
|
72 |
+
machine: x86_64
|
73 |
+
platform: Linux-5.10.223-211.872.amzn2.x86_64-x86_64-with-glibc2.29
|
74 |
+
processor: x86_64
|
75 |
+
python_version: 3.8.10
|
76 |
+
gpu:
|
77 |
+
- NVIDIA A10G
|
78 |
+
gpu_count: 1
|
79 |
+
gpu_vram_mb: 24146608128
|
80 |
+
optimum_benchmark_version: 0.4.0
|
81 |
+
optimum_benchmark_commit: null
|
82 |
+
transformers_version: 4.45.0.dev0
|
83 |
+
transformers_commit: c409cd81777fb27aadc043ed3d8339dbc020fb3b
|
84 |
+
accelerate_version: 0.34.0.dev0
|
85 |
+
accelerate_commit: null
|
86 |
+
diffusers_version: null
|
87 |
+
diffusers_commit: null
|
88 |
+
optimum_version: 1.22.0.dev0
|
89 |
+
optimum_commit: null
|
90 |
+
timm_version: 0.9.16
|
91 |
+
timm_commit: null
|
92 |
+
peft_version: 0.12.1.dev0
|
93 |
+
peft_commit: null
|
2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/hydra.yaml
ADDED
@@ -0,0 +1,141 @@
|
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|
|
|
|
|
|
|
|
|
|
|
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|
1 |
+
hydra:
|
2 |
+
run:
|
3 |
+
dir: _benchmark/tmpc2ccrbe1/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/${hydra.job.override_dirname}
|
4 |
+
sweep:
|
5 |
+
dir: _benchmark/tmpc2ccrbe1/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b
|
6 |
+
subdir: ${hydra.job.override_dirname}
|
7 |
+
launcher:
|
8 |
+
_target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
|
9 |
+
sweeper:
|
10 |
+
_target_: hydra._internal.core_plugins.basic_sweeper.BasicSweeper
|
11 |
+
max_batch_size: null
|
12 |
+
params: null
|
13 |
+
help:
|
14 |
+
app_name: ${hydra.job.name}
|
15 |
+
header: '${hydra.help.app_name} is powered by Hydra.
|
16 |
+
|
17 |
+
'
|
18 |
+
footer: 'Powered by Hydra (https://hydra.cc)
|
19 |
+
|
20 |
+
Use --hydra-help to view Hydra specific help
|
21 |
+
|
22 |
+
'
|
23 |
+
template: '${hydra.help.header}
|
24 |
+
|
25 |
+
== Configuration groups ==
|
26 |
+
|
27 |
+
Compose your configuration from those groups (group=option)
|
28 |
+
|
29 |
+
|
30 |
+
$APP_CONFIG_GROUPS
|
31 |
+
|
32 |
+
|
33 |
+
== Config ==
|
34 |
+
|
35 |
+
Override anything in the config (foo.bar=value)
|
36 |
+
|
37 |
+
|
38 |
+
$CONFIG
|
39 |
+
|
40 |
+
|
41 |
+
${hydra.help.footer}
|
42 |
+
|
43 |
+
'
|
44 |
+
hydra_help:
|
45 |
+
template: 'Hydra (${hydra.runtime.version})
|
46 |
+
|
47 |
+
See https://hydra.cc for more info.
|
48 |
+
|
49 |
+
|
50 |
+
== Flags ==
|
51 |
+
|
52 |
+
$FLAGS_HELP
|
53 |
+
|
54 |
+
|
55 |
+
== Configuration groups ==
|
56 |
+
|
57 |
+
Compose your configuration from those groups (For example, append hydra/job_logging=disabled
|
58 |
+
to command line)
|
59 |
+
|
60 |
+
|
61 |
+
$HYDRA_CONFIG_GROUPS
|
62 |
+
|
63 |
+
|
64 |
+
Use ''--cfg hydra'' to Show the Hydra config.
|
65 |
+
|
66 |
+
'
|
67 |
+
hydra_help: ???
|
68 |
+
hydra_logging:
|
69 |
+
version: 1
|
70 |
+
root:
|
71 |
+
level: ERROR
|
72 |
+
disable_existing_loggers: true
|
73 |
+
job_logging:
|
74 |
+
version: 1
|
75 |
+
root:
|
76 |
+
level: ERROR
|
77 |
+
disable_existing_loggers: true
|
78 |
+
env: {}
|
79 |
+
mode: MULTIRUN
|
80 |
+
searchpath: []
|
81 |
+
callbacks: {}
|
82 |
+
output_subdir: .hydra
|
83 |
+
overrides:
|
84 |
+
hydra:
|
85 |
+
- hydra/job_logging=disabled
|
86 |
+
- hydra/hydra_logging=disabled
|
87 |
+
- hydra.sweep.dir=_benchmark/tmpc2ccrbe1/commit\=c409cd81777fb27aadc043ed3d8339dbc020fb3b
|
88 |
+
- hydra.run.dir=_benchmark/tmpc2ccrbe1/commit\=c409cd81777fb27aadc043ed3d8339dbc020fb3b/${hydra.job.override_dirname}
|
89 |
+
- hydra.mode=MULTIRUN
|
90 |
+
task:
|
91 |
+
- backend.model=google/gemma-2b
|
92 |
+
- backend.cache_implementation=static
|
93 |
+
- backend.torch_compile=False
|
94 |
+
job:
|
95 |
+
name: cli
|
96 |
+
chdir: true
|
97 |
+
override_dirname: backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False
|
98 |
+
id: '2'
|
99 |
+
num: 2
|
100 |
+
config_name: generation
|
101 |
+
env_set:
|
102 |
+
OVERRIDE_BENCHMARKS: '1'
|
103 |
+
LOG_LEVEL: WARN
|
104 |
+
env_copy: []
|
105 |
+
config:
|
106 |
+
override_dirname:
|
107 |
+
kv_sep: '='
|
108 |
+
item_sep: ','
|
109 |
+
exclude_keys: []
|
110 |
+
runtime:
|
111 |
+
version: 1.3.2
|
112 |
+
version_base: '1.3'
|
113 |
+
cwd: /transformers
|
114 |
+
config_sources:
|
115 |
+
- path: hydra.conf
|
116 |
+
schema: pkg
|
117 |
+
provider: hydra
|
118 |
+
- path: optimum_benchmark
|
119 |
+
schema: pkg
|
120 |
+
provider: main
|
121 |
+
- path: /transformers/benchmark/config
|
122 |
+
schema: file
|
123 |
+
provider: command-line
|
124 |
+
- path: ''
|
125 |
+
schema: structured
|
126 |
+
provider: schema
|
127 |
+
output_dir: /transformers/_benchmark/tmpc2ccrbe1/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False
|
128 |
+
choices:
|
129 |
+
backend: pytorch
|
130 |
+
launcher: process
|
131 |
+
scenario: inference
|
132 |
+
hydra/env: default
|
133 |
+
hydra/callbacks: null
|
134 |
+
hydra/job_logging: disabled
|
135 |
+
hydra/hydra_logging: disabled
|
136 |
+
hydra/hydra_help: default
|
137 |
+
hydra/help: default
|
138 |
+
hydra/sweeper: basic
|
139 |
+
hydra/launcher: basic
|
140 |
+
hydra/output: default
|
141 |
+
verbose: false
|
2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/.hydra/overrides.yaml
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
- backend.model=google/gemma-2b
|
2 |
+
- backend.cache_implementation=static
|
3 |
+
- backend.torch_compile=False
|
2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/benchmark.json
ADDED
@@ -0,0 +1,473 @@
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|
1 |
+
{
|
2 |
+
"config": {
|
3 |
+
"name": "pytorch_generate",
|
4 |
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|
5 |
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6 |
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7 |
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"_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
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8 |
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|
9 |
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10 |
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|
11 |
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|
12 |
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13 |
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14 |
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15 |
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20 |
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21 |
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23 |
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24 |
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25 |
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26 |
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27 |
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29 |
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31 |
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32 |
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33 |
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"backend": "inductor",
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34 |
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35 |
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36 |
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},
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37 |
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45 |
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46 |
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@@ -0,0 +1,367 @@
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]
|
359 |
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},
|
360 |
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"throughput": {
|
361 |
+
"unit": "tokens/s",
|
362 |
+
"value": 48.636184457894906
|
363 |
+
},
|
364 |
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"energy": null,
|
365 |
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"efficiency": null
|
366 |
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}
|
367 |
+
}
|
2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=False/summary.json
ADDED
@@ -0,0 +1,13 @@
|
|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"model": "google/gemma-2b",
|
3 |
+
"commit": "c409cd81777fb27aadc043ed3d8339dbc020fb3b",
|
4 |
+
"config": "backend.cache_implementation=static,backend.torch_compile=False",
|
5 |
+
"metrics": {
|
6 |
+
"prefill.latency.mean": 0.021842111587524415,
|
7 |
+
"prefill.throughput.value": 320.48183491554903,
|
8 |
+
"decode.latency.mean": 2.61135791015625,
|
9 |
+
"decode.throughput.value": 48.63370107409022,
|
10 |
+
"per_token.latency.mean": 0.020560823410514767,
|
11 |
+
"per_token.throughput.value": 48.636184457894906
|
12 |
+
}
|
13 |
+
}
|
2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/config.yaml
ADDED
@@ -0,0 +1,93 @@
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
name: pytorch_generate
|
2 |
+
backend:
|
3 |
+
name: pytorch
|
4 |
+
version: 2.4.0+cu121
|
5 |
+
_target_: optimum_benchmark.backends.pytorch.backend.PyTorchBackend
|
6 |
+
task: null
|
7 |
+
library: null
|
8 |
+
model_type: null
|
9 |
+
model: google/gemma-2b
|
10 |
+
processor: null
|
11 |
+
device: cuda
|
12 |
+
device_ids: '0'
|
13 |
+
seed: 42
|
14 |
+
inter_op_num_threads: null
|
15 |
+
intra_op_num_threads: null
|
16 |
+
model_kwargs: {}
|
17 |
+
processor_kwargs: {}
|
18 |
+
no_weights: true
|
19 |
+
device_map: null
|
20 |
+
torch_dtype: float16
|
21 |
+
eval_mode: true
|
22 |
+
to_bettertransformer: false
|
23 |
+
low_cpu_mem_usage: null
|
24 |
+
attn_implementation: null
|
25 |
+
cache_implementation: static
|
26 |
+
autocast_enabled: false
|
27 |
+
autocast_dtype: null
|
28 |
+
torch_compile: true
|
29 |
+
torch_compile_target: forward
|
30 |
+
torch_compile_config:
|
31 |
+
backend: inductor
|
32 |
+
mode: reduce-overhead
|
33 |
+
fullgraph: true
|
34 |
+
quantization_scheme: null
|
35 |
+
quantization_config: {}
|
36 |
+
deepspeed_inference: false
|
37 |
+
deepspeed_inference_config: {}
|
38 |
+
peft_type: null
|
39 |
+
peft_config: {}
|
40 |
+
scenario:
|
41 |
+
name: inference
|
42 |
+
_target_: optimum_benchmark.scenarios.inference.scenario.InferenceScenario
|
43 |
+
iterations: 2
|
44 |
+
duration: 0
|
45 |
+
warmup_runs: 10
|
46 |
+
input_shapes:
|
47 |
+
batch_size: 1
|
48 |
+
sequence_length: 7
|
49 |
+
new_tokens: null
|
50 |
+
memory: true
|
51 |
+
latency: true
|
52 |
+
energy: false
|
53 |
+
forward_kwargs: {}
|
54 |
+
generate_kwargs:
|
55 |
+
max_new_tokens: 128
|
56 |
+
min_new_tokens: 128
|
57 |
+
do_sample: false
|
58 |
+
call_kwargs: {}
|
59 |
+
launcher:
|
60 |
+
name: process
|
61 |
+
_target_: optimum_benchmark.launchers.process.launcher.ProcessLauncher
|
62 |
+
device_isolation: true
|
63 |
+
device_isolation_action: warn
|
64 |
+
numactl: false
|
65 |
+
numactl_kwargs: {}
|
66 |
+
start_method: spawn
|
67 |
+
environment:
|
68 |
+
cpu: ' AMD EPYC 7R32'
|
69 |
+
cpu_count: 16
|
70 |
+
cpu_ram_mb: 66697.261056
|
71 |
+
system: Linux
|
72 |
+
machine: x86_64
|
73 |
+
platform: Linux-5.10.223-211.872.amzn2.x86_64-x86_64-with-glibc2.29
|
74 |
+
processor: x86_64
|
75 |
+
python_version: 3.8.10
|
76 |
+
gpu:
|
77 |
+
- NVIDIA A10G
|
78 |
+
gpu_count: 1
|
79 |
+
gpu_vram_mb: 24146608128
|
80 |
+
optimum_benchmark_version: 0.4.0
|
81 |
+
optimum_benchmark_commit: null
|
82 |
+
transformers_version: 4.45.0.dev0
|
83 |
+
transformers_commit: c409cd81777fb27aadc043ed3d8339dbc020fb3b
|
84 |
+
accelerate_version: 0.34.0.dev0
|
85 |
+
accelerate_commit: null
|
86 |
+
diffusers_version: null
|
87 |
+
diffusers_commit: null
|
88 |
+
optimum_version: 1.22.0.dev0
|
89 |
+
optimum_commit: null
|
90 |
+
timm_version: 0.9.16
|
91 |
+
timm_commit: null
|
92 |
+
peft_version: 0.12.1.dev0
|
93 |
+
peft_commit: null
|
2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/hydra.yaml
ADDED
@@ -0,0 +1,141 @@
|
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|
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|
|
|
1 |
+
hydra:
|
2 |
+
run:
|
3 |
+
dir: _benchmark/tmpc2ccrbe1/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/${hydra.job.override_dirname}
|
4 |
+
sweep:
|
5 |
+
dir: _benchmark/tmpc2ccrbe1/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b
|
6 |
+
subdir: ${hydra.job.override_dirname}
|
7 |
+
launcher:
|
8 |
+
_target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
|
9 |
+
sweeper:
|
10 |
+
_target_: hydra._internal.core_plugins.basic_sweeper.BasicSweeper
|
11 |
+
max_batch_size: null
|
12 |
+
params: null
|
13 |
+
help:
|
14 |
+
app_name: ${hydra.job.name}
|
15 |
+
header: '${hydra.help.app_name} is powered by Hydra.
|
16 |
+
|
17 |
+
'
|
18 |
+
footer: 'Powered by Hydra (https://hydra.cc)
|
19 |
+
|
20 |
+
Use --hydra-help to view Hydra specific help
|
21 |
+
|
22 |
+
'
|
23 |
+
template: '${hydra.help.header}
|
24 |
+
|
25 |
+
== Configuration groups ==
|
26 |
+
|
27 |
+
Compose your configuration from those groups (group=option)
|
28 |
+
|
29 |
+
|
30 |
+
$APP_CONFIG_GROUPS
|
31 |
+
|
32 |
+
|
33 |
+
== Config ==
|
34 |
+
|
35 |
+
Override anything in the config (foo.bar=value)
|
36 |
+
|
37 |
+
|
38 |
+
$CONFIG
|
39 |
+
|
40 |
+
|
41 |
+
${hydra.help.footer}
|
42 |
+
|
43 |
+
'
|
44 |
+
hydra_help:
|
45 |
+
template: 'Hydra (${hydra.runtime.version})
|
46 |
+
|
47 |
+
See https://hydra.cc for more info.
|
48 |
+
|
49 |
+
|
50 |
+
== Flags ==
|
51 |
+
|
52 |
+
$FLAGS_HELP
|
53 |
+
|
54 |
+
|
55 |
+
== Configuration groups ==
|
56 |
+
|
57 |
+
Compose your configuration from those groups (For example, append hydra/job_logging=disabled
|
58 |
+
to command line)
|
59 |
+
|
60 |
+
|
61 |
+
$HYDRA_CONFIG_GROUPS
|
62 |
+
|
63 |
+
|
64 |
+
Use ''--cfg hydra'' to Show the Hydra config.
|
65 |
+
|
66 |
+
'
|
67 |
+
hydra_help: ???
|
68 |
+
hydra_logging:
|
69 |
+
version: 1
|
70 |
+
root:
|
71 |
+
level: ERROR
|
72 |
+
disable_existing_loggers: true
|
73 |
+
job_logging:
|
74 |
+
version: 1
|
75 |
+
root:
|
76 |
+
level: ERROR
|
77 |
+
disable_existing_loggers: true
|
78 |
+
env: {}
|
79 |
+
mode: MULTIRUN
|
80 |
+
searchpath: []
|
81 |
+
callbacks: {}
|
82 |
+
output_subdir: .hydra
|
83 |
+
overrides:
|
84 |
+
hydra:
|
85 |
+
- hydra/job_logging=disabled
|
86 |
+
- hydra/hydra_logging=disabled
|
87 |
+
- hydra.sweep.dir=_benchmark/tmpc2ccrbe1/commit\=c409cd81777fb27aadc043ed3d8339dbc020fb3b
|
88 |
+
- hydra.run.dir=_benchmark/tmpc2ccrbe1/commit\=c409cd81777fb27aadc043ed3d8339dbc020fb3b/${hydra.job.override_dirname}
|
89 |
+
- hydra.mode=MULTIRUN
|
90 |
+
task:
|
91 |
+
- backend.model=google/gemma-2b
|
92 |
+
- backend.cache_implementation=static
|
93 |
+
- backend.torch_compile=True
|
94 |
+
job:
|
95 |
+
name: cli
|
96 |
+
chdir: true
|
97 |
+
override_dirname: backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True
|
98 |
+
id: '3'
|
99 |
+
num: 3
|
100 |
+
config_name: generation
|
101 |
+
env_set:
|
102 |
+
OVERRIDE_BENCHMARKS: '1'
|
103 |
+
LOG_LEVEL: WARN
|
104 |
+
env_copy: []
|
105 |
+
config:
|
106 |
+
override_dirname:
|
107 |
+
kv_sep: '='
|
108 |
+
item_sep: ','
|
109 |
+
exclude_keys: []
|
110 |
+
runtime:
|
111 |
+
version: 1.3.2
|
112 |
+
version_base: '1.3'
|
113 |
+
cwd: /transformers
|
114 |
+
config_sources:
|
115 |
+
- path: hydra.conf
|
116 |
+
schema: pkg
|
117 |
+
provider: hydra
|
118 |
+
- path: optimum_benchmark
|
119 |
+
schema: pkg
|
120 |
+
provider: main
|
121 |
+
- path: /transformers/benchmark/config
|
122 |
+
schema: file
|
123 |
+
provider: command-line
|
124 |
+
- path: ''
|
125 |
+
schema: structured
|
126 |
+
provider: schema
|
127 |
+
output_dir: /transformers/_benchmark/tmpc2ccrbe1/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True
|
128 |
+
choices:
|
129 |
+
backend: pytorch
|
130 |
+
launcher: process
|
131 |
+
scenario: inference
|
132 |
+
hydra/env: default
|
133 |
+
hydra/callbacks: null
|
134 |
+
hydra/job_logging: disabled
|
135 |
+
hydra/hydra_logging: disabled
|
136 |
+
hydra/hydra_help: default
|
137 |
+
hydra/help: default
|
138 |
+
hydra/sweeper: basic
|
139 |
+
hydra/launcher: basic
|
140 |
+
hydra/output: default
|
141 |
+
verbose: false
|
2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/.hydra/overrides.yaml
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
- backend.model=google/gemma-2b
|
2 |
+
- backend.cache_implementation=static
|
3 |
+
- backend.torch_compile=True
|
2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/benchmark.json
ADDED
@@ -0,0 +1,473 @@
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|
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|
|
|
1 |
+
{
|
2 |
+
"config": {
|
3 |
+
"name": "pytorch_generate",
|
4 |
+
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|
5 |
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6 |
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7 |
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"_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
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8 |
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|
9 |
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|
10 |
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|
11 |
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|
12 |
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13 |
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14 |
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15 |
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19 |
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20 |
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21 |
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22 |
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23 |
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24 |
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25 |
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26 |
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27 |
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28 |
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29 |
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30 |
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31 |
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32 |
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33 |
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"backend": "inductor",
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34 |
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35 |
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36 |
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},
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37 |
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42 |
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43 |
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},
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45 |
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"name": "inference",
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46 |
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},
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@@ -0,0 +1,367 @@
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]
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},
|
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"throughput": {
|
361 |
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"unit": "tokens/s",
|
362 |
+
"value": 81.16026614272958
|
363 |
+
},
|
364 |
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"energy": null,
|
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"efficiency": null
|
366 |
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}
|
367 |
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}
|
2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/backend.cache_implementation=static,backend.model=google/gemma-2b,backend.torch_compile=True/summary.json
ADDED
@@ -0,0 +1,13 @@
|
|
|
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|
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|
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|
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|
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|
|
|
|
|
|
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|
|
|
|
|
|
1 |
+
{
|
2 |
+
"model": "google/gemma-2b",
|
3 |
+
"commit": "c409cd81777fb27aadc043ed3d8339dbc020fb3b",
|
4 |
+
"config": "backend.cache_implementation=static,backend.torch_compile=True",
|
5 |
+
"metrics": {
|
6 |
+
"prefill.latency.mean": 0.014161775588989258,
|
7 |
+
"prefill.throughput.value": 494.2883013513137,
|
8 |
+
"decode.latency.mean": 1.5649481201171875,
|
9 |
+
"decode.throughput.value": 81.15284996827236,
|
10 |
+
"per_token.latency.mean": 0.01232130015741183,
|
11 |
+
"per_token.throughput.value": 81.16026614272958
|
12 |
+
}
|
13 |
+
}
|
2024-08-30/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/multirun.yaml
ADDED
@@ -0,0 +1,234 @@
|
|
|
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|
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|
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|
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|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
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|
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|
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|
|
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|
|
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|
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|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
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|
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|
|
|
1 |
+
hydra:
|
2 |
+
run:
|
3 |
+
dir: _benchmark/tmpc2ccrbe1/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b/${hydra.job.override_dirname}
|
4 |
+
sweep:
|
5 |
+
dir: _benchmark/tmpc2ccrbe1/commit=c409cd81777fb27aadc043ed3d8339dbc020fb3b
|
6 |
+
subdir: ${hydra.job.override_dirname}
|
7 |
+
launcher:
|
8 |
+
_target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
|
9 |
+
sweeper:
|
10 |
+
_target_: hydra._internal.core_plugins.basic_sweeper.BasicSweeper
|
11 |
+
max_batch_size: null
|
12 |
+
params: null
|
13 |
+
help:
|
14 |
+
app_name: ${hydra.job.name}
|
15 |
+
header: '${hydra.help.app_name} is powered by Hydra.
|
16 |
+
|
17 |
+
'
|
18 |
+
footer: 'Powered by Hydra (https://hydra.cc)
|
19 |
+
|
20 |
+
Use --hydra-help to view Hydra specific help
|
21 |
+
|
22 |
+
'
|
23 |
+
template: '${hydra.help.header}
|
24 |
+
|
25 |
+
== Configuration groups ==
|
26 |
+
|
27 |
+
Compose your configuration from those groups (group=option)
|
28 |
+
|
29 |
+
|
30 |
+
$APP_CONFIG_GROUPS
|
31 |
+
|
32 |
+
|
33 |
+
== Config ==
|
34 |
+
|
35 |
+
Override anything in the config (foo.bar=value)
|
36 |
+
|
37 |
+
|
38 |
+
$CONFIG
|
39 |
+
|
40 |
+
|
41 |
+
${hydra.help.footer}
|
42 |
+
|
43 |
+
'
|
44 |
+
hydra_help:
|
45 |
+
template: 'Hydra (${hydra.runtime.version})
|
46 |
+
|
47 |
+
See https://hydra.cc for more info.
|
48 |
+
|
49 |
+
|
50 |
+
== Flags ==
|
51 |
+
|
52 |
+
$FLAGS_HELP
|
53 |
+
|
54 |
+
|
55 |
+
== Configuration groups ==
|
56 |
+
|
57 |
+
Compose your configuration from those groups (For example, append hydra/job_logging=disabled
|
58 |
+
to command line)
|
59 |
+
|
60 |
+
|
61 |
+
$HYDRA_CONFIG_GROUPS
|
62 |
+
|
63 |
+
|
64 |
+
Use ''--cfg hydra'' to Show the Hydra config.
|
65 |
+
|
66 |
+
'
|
67 |
+
hydra_help: ???
|
68 |
+
hydra_logging:
|
69 |
+
version: 1
|
70 |
+
root:
|
71 |
+
level: ERROR
|
72 |
+
disable_existing_loggers: true
|
73 |
+
job_logging:
|
74 |
+
version: 1
|
75 |
+
root:
|
76 |
+
level: ERROR
|
77 |
+
disable_existing_loggers: true
|
78 |
+
env: {}
|
79 |
+
mode: MULTIRUN
|
80 |
+
searchpath: []
|
81 |
+
callbacks: {}
|
82 |
+
output_subdir: .hydra
|
83 |
+
overrides:
|
84 |
+
hydra:
|
85 |
+
- hydra/job_logging=disabled
|
86 |
+
- hydra/hydra_logging=disabled
|
87 |
+
- hydra.sweep.dir=_benchmark/tmpc2ccrbe1/commit\=c409cd81777fb27aadc043ed3d8339dbc020fb3b
|
88 |
+
- hydra.run.dir=_benchmark/tmpc2ccrbe1/commit\=c409cd81777fb27aadc043ed3d8339dbc020fb3b/${hydra.job.override_dirname}
|
89 |
+
- hydra.mode=MULTIRUN
|
90 |
+
task:
|
91 |
+
- backend.model=google/gemma-2b
|
92 |
+
- backend.cache_implementation=null,static
|
93 |
+
- backend.torch_compile=false,true
|
94 |
+
job:
|
95 |
+
name: cli
|
96 |
+
chdir: true
|
97 |
+
override_dirname: backend.cache_implementation=null,static,backend.model=google/gemma-2b,backend.torch_compile=false,true
|
98 |
+
id: ???
|
99 |
+
num: ???
|
100 |
+
config_name: generation
|
101 |
+
env_set:
|
102 |
+
OVERRIDE_BENCHMARKS: '1'
|
103 |
+
LOG_LEVEL: WARN
|
104 |
+
env_copy: []
|
105 |
+
config:
|
106 |
+
override_dirname:
|
107 |
+
kv_sep: '='
|
108 |
+
item_sep: ','
|
109 |
+
exclude_keys: []
|
110 |
+
runtime:
|
111 |
+
version: 1.3.2
|
112 |
+
version_base: '1.3'
|
113 |
+
cwd: /transformers
|
114 |
+
config_sources:
|
115 |
+
- path: hydra.conf
|
116 |
+
schema: pkg
|
117 |
+
provider: hydra
|
118 |
+
- path: optimum_benchmark
|
119 |
+
schema: pkg
|
120 |
+
provider: main
|
121 |
+
- path: /transformers/benchmark/config
|
122 |
+
schema: file
|
123 |
+
provider: command-line
|
124 |
+
- path: ''
|
125 |
+
schema: structured
|
126 |
+
provider: schema
|
127 |
+
output_dir: ???
|
128 |
+
choices:
|
129 |
+
backend: pytorch
|
130 |
+
launcher: process
|
131 |
+
scenario: inference
|
132 |
+
hydra/env: default
|
133 |
+
hydra/callbacks: null
|
134 |
+
hydra/job_logging: disabled
|
135 |
+
hydra/hydra_logging: disabled
|
136 |
+
hydra/hydra_help: default
|
137 |
+
hydra/help: default
|
138 |
+
hydra/sweeper: basic
|
139 |
+
hydra/launcher: basic
|
140 |
+
hydra/output: default
|
141 |
+
verbose: false
|
142 |
+
name: pytorch_generate
|
143 |
+
backend:
|
144 |
+
name: pytorch
|
145 |
+
version: 2.4.0+cu121
|
146 |
+
_target_: optimum_benchmark.backends.pytorch.backend.PyTorchBackend
|
147 |
+
task: null
|
148 |
+
library: null
|
149 |
+
model_type: null
|
150 |
+
model: google/gemma-2b
|
151 |
+
processor: null
|
152 |
+
device: cuda
|
153 |
+
device_ids: '0'
|
154 |
+
seed: 42
|
155 |
+
inter_op_num_threads: null
|
156 |
+
intra_op_num_threads: null
|
157 |
+
model_kwargs: {}
|
158 |
+
processor_kwargs: {}
|
159 |
+
no_weights: true
|
160 |
+
device_map: null
|
161 |
+
torch_dtype: float16
|
162 |
+
eval_mode: true
|
163 |
+
to_bettertransformer: false
|
164 |
+
low_cpu_mem_usage: null
|
165 |
+
attn_implementation: null
|
166 |
+
cache_implementation: static
|
167 |
+
autocast_enabled: false
|
168 |
+
autocast_dtype: null
|
169 |
+
torch_compile: true
|
170 |
+
torch_compile_target: forward
|
171 |
+
torch_compile_config:
|
172 |
+
backend: inductor
|
173 |
+
mode: reduce-overhead
|
174 |
+
fullgraph: true
|
175 |
+
quantization_scheme: null
|
176 |
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quantization_config: {}
|
177 |
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deepspeed_inference: false
|
178 |
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deepspeed_inference_config: {}
|
179 |
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peft_type: null
|
180 |
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peft_config: {}
|
181 |
+
scenario:
|
182 |
+
name: inference
|
183 |
+
_target_: optimum_benchmark.scenarios.inference.scenario.InferenceScenario
|
184 |
+
iterations: 2
|
185 |
+
duration: 0
|
186 |
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warmup_runs: 10
|
187 |
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input_shapes:
|
188 |
+
batch_size: 1
|
189 |
+
sequence_length: 7
|
190 |
+
new_tokens: null
|
191 |
+
memory: true
|
192 |
+
latency: true
|
193 |
+
energy: false
|
194 |
+
forward_kwargs: {}
|
195 |
+
generate_kwargs:
|
196 |
+
max_new_tokens: 128
|
197 |
+
min_new_tokens: 128
|
198 |
+
do_sample: false
|
199 |
+
call_kwargs: {}
|
200 |
+
launcher:
|
201 |
+
name: process
|
202 |
+
_target_: optimum_benchmark.launchers.process.launcher.ProcessLauncher
|
203 |
+
device_isolation: true
|
204 |
+
device_isolation_action: warn
|
205 |
+
numactl: false
|
206 |
+
numactl_kwargs: {}
|
207 |
+
start_method: spawn
|
208 |
+
environment:
|
209 |
+
cpu: ' AMD EPYC 7R32'
|
210 |
+
cpu_count: 16
|
211 |
+
cpu_ram_mb: 66697.261056
|
212 |
+
system: Linux
|
213 |
+
machine: x86_64
|
214 |
+
platform: Linux-5.10.223-211.872.amzn2.x86_64-x86_64-with-glibc2.29
|
215 |
+
processor: x86_64
|
216 |
+
python_version: 3.8.10
|
217 |
+
gpu:
|
218 |
+
- NVIDIA A10G
|
219 |
+
gpu_count: 1
|
220 |
+
gpu_vram_mb: 24146608128
|
221 |
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optimum_benchmark_version: 0.4.0
|
222 |
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optimum_benchmark_commit: null
|
223 |
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transformers_version: 4.45.0.dev0
|
224 |
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transformers_commit: c409cd81777fb27aadc043ed3d8339dbc020fb3b
|
225 |
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accelerate_version: 0.34.0.dev0
|
226 |
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accelerate_commit: null
|
227 |
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diffusers_version: null
|
228 |
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diffusers_commit: null
|
229 |
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optimum_version: 1.22.0.dev0
|
230 |
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optimum_commit: null
|
231 |
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timm_version: 0.9.16
|
232 |
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timm_commit: null
|
233 |
+
peft_version: 0.12.1.dev0
|
234 |
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peft_commit: null
|
2024-08-30/summaries.json
ADDED
@@ -0,0 +1,41 @@
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|
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|
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|
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|
|
|
|
|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
1 |
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[
|
2 |
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{
|
3 |
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|
4 |
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|
5 |
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|
6 |
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|
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13 |
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}
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14 |
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15 |
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{
|
16 |
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17 |
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18 |
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19 |
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}
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{
|
29 |
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32 |
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|
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}
|
41 |
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|
2024-08-30/summary.json
ADDED
@@ -0,0 +1,40 @@
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|
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{
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"google/gemma-2b": {
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