
DOCS . JAX . DEV {
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Title:
GPU performance tips β JAX documentation
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Website Age:
4 years and 8 months (reg. 2020-11-01).
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Keywords {π}
jax, inputbuffer, contractingdimsize, profile, weights, flags, outputbuffer, pgle, import, pipeline, noncontractingdimsize, carry, device, numdevices, nummicrobatches, data, performance, xla, communication, latency, def, mesh, auto, run, export, dummydata, memory, gpu, buffer, edge, return, init, compilation, cache, nvidia, file, input, computation, tips, set, default, manual, back, profiler, process, hiding, flag, forward, elsevalue, tmp,
Topics {βοΈ}
external/xla/xla/service/gpu/gpu_hlo_schedule persistent compilation cache /tmp/profile/plugins/profile/2023_07_20_18_29_30/profile communication tips auto single-host multi-device computations big allgather/reducescatter/allreduce performance tips jax compilation cache xla_gpu_experimental_pipeline_parallelism_opt_level xla flag collective-permute hlo instructions xla_gpu_enable_latency_hiding_scheduler=true --xla_gpu_pgle_profile_file_or_directory_path=/path/ xla flags recommended nvidia a100 generation multi-host communication recent gpu generations allgather/reducescatter thresholds weight allgather/reducescatter latency hiding optimizations auto pgle doesn code generation cross-device communication xla/gpu performance optimizations jax configuration option pgle-optimized function memory usage approaches experimental import profiler _src import config multiple pipeline stages latency hiding scheduler xla flags simple neural network balancing memory reduction triton-based gemm pgle workflows documented auto mode jax device communication pattern improve performance extracted instruction latencies xla_gpu_all_gather_combine_threshold_bytes βxla_gpu_reduce_scatter_combine_threshold_bytes βxla_gpu_all_reduce_combine_threshold_bytes source-target pairs transformer-based workload overlap asynchronous communication bfloat16 precision fake data dependency //my_bucket/profile' jax compilation exporting reduce time spent pre-compiled modules collect profile data
External Links {π}(14)
- How much does https://github.com/jax-ml/jax make?
- Earnings of https://github.com/google/flax
- How much does https://github.com/google/flax/tree/main/examples/lm1b earn?
- What is the monthly revenue of https://github.com/google/flax/blob/fd8fd76a4af5307a61f85bac98feab9b26d60db8/examples/lm1b/models.py#L188?
- How much does https://github.com/google/flax/blob/fd8fd76a4af5307a61f85bac98feab9b26d60db8/examples/lm1b/configs/default.py#L112 earn?
- What's the financial intake of https://github.com/google/flax/blob/c0087535d7f2e5bfcbf2a7be6825b9f5055a54c6/examples/lm1b/train.py#L431?
- How much does https://github.com/google/maxtext make?
- What's the income of https://github.com/google/maxtext/blob/07dc6ce27ced1246407d0de311d4a0d6a9fd46d8/MaxText/layers.py#L592?
- How much profit does https://github.com/google/maxtext/blob/07dc6ce27ced1246407d0de311d4a0d6a9fd46d8/MaxText/configs/base.yml#L41 generate?
- Profit of https://github.com/NVIDIA/JAX-Toolbox/blob/main/rosetta/docs/GPU_performance.md
- How much does https://pypi.org/project/jaxlib/#history gross monthly?
- How much does https://github.com/NVIDIA/JAX-Toolbox/blob/main/rosetta/rosetta/projects/pax/README.md#xla-flags pull in?
- Learn about the earnings of https://github.com/jax-ml/jax/pull/24910
- https://github.com/jax-ml/jax/blob/main/tests/shard_map_test.py's revenue stream
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