├── .gitignore ├── LICENSE ├── Makefile ├── README.md ├── benchmark ├── hexgen_documents │ ├── README.md │ ├── _llama_worker.py │ └── scripts │ │ ├── run_cross_node.sh │ │ └── run_llama.sh ├── petals_documents │ ├── README.md │ ├── _petals.py │ ├── config_scripts │ │ ├── cached_ip.sh │ │ ├── config_petals.sh │ │ ├── config_tgi.sh │ │ ├── petals_coordinator.sh │ │ ├── petals_model.sh │ │ ├── start_coo.sh │ │ ├── start_coo_head.sh │ │ └── start_model.sh │ └── scripts │ │ └── run_petals.sh ├── send_request │ ├── README.md │ ├── request.py │ └── single_request.py ├── tgi_documents │ ├── README.md │ ├── _tgi_worker.py │ └── scripts │ │ └── run_tgi.sh └── utils │ ├── _base.py │ ├── _base_rank_based.py │ └── _utils.py ├── hexgen ├── hexgen_core │ ├── README.md │ ├── __init__.py │ ├── gen_comm_groups.py │ ├── gen_hetero_groups.py │ ├── gen_p2p_lists.py │ ├── gen_parallel_groups.py │ ├── generation.py │ ├── heterogeneous_pipeline.py │ ├── init_utils.py │ ├── models │ │ ├── __init__.py │ │ ├── bert.py │ │ ├── falcon.py │ │ ├── gpt.py │ │ ├── gpt_neox.py │ │ ├── gptj.py │ │ ├── llama.py │ │ ├── opt.py │ │ └── vit.py │ ├── modules │ │ ├── __init__.py │ │ ├── block.py │ │ ├── embedding.py │ │ ├── mha.py │ │ └── mlp.py │ └── utils.py └── llama │ ├── README.md │ ├── arguments.py │ ├── llama-config │ ├── llama-13b │ │ ├── llama-13b │ │ │ └── config.json │ │ └── params.json │ ├── llama-30b │ │ ├── llama-30b │ │ │ └── config.json │ │ └── params.json │ ├── llama-70b │ │ ├── llama-70b │ │ │ └── config.json │ │ └── params.json │ └── llama-7b │ │ ├── llama-7b │ │ └── config.json │ │ └── params.json │ ├── llama_config_utils.py │ ├── llama_inference.py │ ├── load_model_parameters_utils │ ├── README.md │ ├── create_separate_state_dicts_llama_7b.py │ ├── inv_freq.pt │ ├── load_model_parameters.py │ └── remap_state_dict.py │ ├── modules │ ├── Llamamodel_pipeline.py │ ├── Llamamodel_tensor_parallel.py │ └── hybrid_parallel_model_dist.py │ └── scripts │ ├── run_llama_inference.sh │ ├── run_llama_p0.sh │ ├── run_llama_p1.sh │ ├── run_llama_p2.sh │ ├── run_llama_p3.sh │ ├── run_llama_p4.sh │ └── run_llama_p5.sh ├── requirements.txt ├── scripts ├── run_head.sh └── run_worker.sh └── third_party ├── megatron ├── megatron │ ├── __init__.py │ ├── arguments.py │ ├── checkpointing.py │ ├── core │ │ ├── README.md │ │ ├── __init__.py │ │ ├── enums.py │ │ ├── package_info.py │ │ ├── parallel_state.py │ │ ├── pipeline_parallel │ │ │ ├── __init__.py │ │ │ ├── p2p_communication.py │ │ │ └── schedules.py │ │ ├── requirements.txt │ │ ├── tensor_parallel │ │ │ ├── __init__.py │ │ │ ├── cross_entropy.py │ │ │ ├── data.py │ │ │ ├── layers.py │ │ │ ├── mappings.py │ │ │ ├── mappings_group.py │ │ │ ├── random.py │ │ │ └── utils.py │ │ └── utils.py │ ├── data │ │ ├── Makefile │ │ ├── __init__.py │ │ ├── autoaugment.py │ │ ├── bert_dataset.py │ │ ├── biencoder_dataset_utils.py │ │ ├── blendable_dataset.py │ │ ├── data_samplers.py │ │ ├── dataset_utils.py │ │ ├── gpt_dataset.py │ │ ├── helpers.cpp │ │ ├── helpers.cpython-38-x86_64-linux-gnu.so │ │ ├── ict_dataset.py │ │ ├── image_folder.py │ │ ├── indexed_dataset.py │ │ ├── orqa_wiki_dataset.py │ │ ├── realm_dataset_utils.py │ │ ├── realm_index.py │ │ ├── t5_dataset.py │ │ ├── test │ │ │ ├── test_indexed_dataset.py │ │ │ └── test_preprocess_data.sh │ │ └── vit_dataset.py │ ├── dist_signal_handler.py │ ├── fp16_deprecated │ │ └── loss_scaler.py │ ├── fused_kernels │ │ ├── __init__.py │ │ ├── compat.h │ │ ├── scaled_masked_softmax.cpp │ │ ├── scaled_masked_softmax.h │ │ ├── scaled_masked_softmax_cuda.cu │ │ ├── scaled_softmax.cpp │ │ ├── scaled_softmax_cuda.cu │ │ ├── scaled_upper_triang_masked_softmax.cpp │ │ ├── scaled_upper_triang_masked_softmax.h │ │ ├── scaled_upper_triang_masked_softmax_cuda.cu │ │ ├── tests │ │ │ ├── __init__.py │ │ │ └── test_fused_kernels.py │ │ └── type_shim.h │ ├── global_vars.py │ ├── indexer.py │ ├── initialize.py │ ├── memory.py │ ├── microbatches.py │ ├── model │ │ ├── __init__.py │ │ ├── bert_model.py │ │ ├── biencoder_model.py │ │ ├── classification.py │ │ ├── distributed.py │ │ ├── enums.py │ │ ├── fused_bias_gelu.py │ │ ├── fused_layer_norm.py │ │ ├── fused_softmax.py │ │ ├── gpt_model.py │ │ ├── language_model.py │ │ ├── module.py │ │ ├── multiple_choice.py │ │ ├── realm_model.py │ │ ├── retro_transformer.py │ │ ├── rotary_pos_embedding.py │ │ ├── t5_model.py │ │ ├── transformer.py │ │ ├── utils.py │ │ └── vision │ │ │ ├── classification.py │ │ │ ├── dino.py │ │ │ ├── esvit_swin_backbone.py │ │ │ ├── inpainting.py │ │ │ ├── knn_monitor.py │ │ │ ├── mit_backbone.py │ │ │ ├── swin_backbone.py │ │ │ ├── utils.py │ │ │ └── vit_backbone.py │ ├── mpu │ │ └── tests │ │ │ ├── __init__.py │ │ │ ├── commons.py │ │ │ ├── test_cross_entropy.py │ │ │ ├── test_data.py │ │ │ ├── test_initialize.py │ │ │ ├── test_layers.py │ │ │ └── test_random.py │ ├── optimizer │ │ ├── __init__.py │ │ ├── clip_grads.py │ │ ├── distrib_optimizer.py │ │ ├── grad_scaler.py │ │ └── optimizer.py │ ├── optimizer_param_scheduler.py │ ├── static │ │ └── index.html │ ├── text_generation │ │ ├── __init__.py │ │ ├── api.py │ │ ├── beam_utils.py │ │ ├── communication.py │ │ ├── forward_step.py │ │ ├── generation.py │ │ ├── sampling.py │ │ └── tokenization.py │ ├── text_generation_server.py │ ├── timers.py │ ├── tokenizer │ │ ├── __init__.py │ │ ├── bert_tokenization.py │ │ ├── gpt2_tokenization.py │ │ └── tokenizer.py │ ├── training.py │ └── utils.py └── megatron_layers │ ├── __init__.py │ └── transformer.py └── ocf ├── LICENSE ├── README.md ├── docs ├── docs │ ├── advanced │ │ └── internals.md │ ├── guide │ │ ├── getting-started.md │ │ └── inference.md │ ├── images │ │ └── overview.png │ └── index.md ├── mkdocs.yml └── requirements.txt ├── examples ├── .gitignore ├── apis │ ├── .gitignore │ ├── conn.py │ ├── inference.py │ ├── inference_devnet.py │ ├── inference_example.py │ └── sd_inference_example.py └── worker │ ├── _base.py │ ├── inference.py │ └── utils.py └── src ├── benchmark └── inference.js ├── ocf-cli ├── .gitignore ├── Makefile ├── ocf_cli │ ├── __init__.py │ ├── bin │ │ ├── __init__.py │ │ └── ocf.py │ └── lib │ │ ├── core │ │ ├── base.py │ │ ├── config.py │ │ ├── host_worker.py │ │ ├── inference_worker.py │ │ └── utils.py │ │ ├── pod │ │ ├── config.py │ │ ├── manager.py │ │ ├── pod.py │ │ └── utils.py │ │ └── pprint │ │ ├── _base.py │ │ ├── nodes.py │ │ └── service.py └── pyproject.toml └── ocf-core ├── .gitignore ├── Dockerfile ├── Makefile ├── bin ├── core │ ├── cmd │ │ ├── cluster.go │ │ ├── config.go │ │ ├── init.go │ │ ├── root.go │ │ ├── start.go │ │ ├── update.go │ │ └── utility.go │ └── main.go └── netctl │ └── main.go ├── config ├── cfg.yaml └── cfg_standalone.yaml ├── go.mod ├── go.sum └── internal ├── cluster ├── baremetal.go ├── cluster.go ├── kubenetes.go ├── network │ └── edgevpn.go └── slurm.go ├── common ├── constants.go ├── logger.go ├── process │ ├── manager.go │ └── process.go ├── requests │ ├── broadcast.go │ ├── client.go │ ├── proxy.go │ └── weaver.go ├── secrets.go ├── structs │ ├── cluster.go │ ├── matching.go │ ├── request.go │ ├── summary.go │ └── workload.go ├── utils.go └── version.go ├── daemon ├── clock.go └── tcmd.go ├── database ├── access │ ├── client.go │ └── node.go ├── client.go ├── config.go ├── context.go ├── ent.go ├── enttest │ └── enttest.go ├── generate.go ├── hook │ └── hook.go ├── migrate │ ├── migrate.go │ └── schema.go ├── mutation.go ├── node.go ├── node │ ├── node.go │ └── where.go ├── node_create.go ├── node_delete.go ├── node_query.go ├── node_update.go ├── predicate │ └── predicate.go ├── runtime.go ├── runtime │ └── runtime.go ├── schema │ └── node.go └── tx.go ├── pkgs └── weaver │ └── README.md ├── profiler └── storage.go ├── protocol ├── README.md ├── p2p │ ├── bootstrap.go │ ├── dht.go │ ├── discovery.go │ ├── handler.go │ ├── host.go │ ├── key.go │ ├── remote.go │ └── structs.go ├── remote │ └── client.go └── rpc │ └── handler.go └── server ├── auth └── authentication.go 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