deepseek-from-scratch
production ready deepseek R1 and v3.2 implementation in rust and python programming from scratch
파일 탐색기
최종 버전 다운로드 (.zip)- devcontainer.json
- ci.yml
- FUNDING.yml
- results.json
- results.json
- results.json
- results.json
- results.json
- results.json
- results.json
- results.json
- results.json
- ablation_report.md
- all_results.json
- cloud.yaml
- cluster.yaml
- local.yaml
- ablation.yaml
- debug.yaml
- tune_asha.yaml
- tune_pbt.yaml
- wandb.yaml
- default.yaml
- hierarchical.yaml
- deepseek_109m.yaml
- deepseek_1b.yaml
- deepseek_7b.yaml
- deepseek_v3.yaml
- adamw.yaml
- auto.yaml
- deepspeed_zero2.yaml
- deepspeed_zero3.yaml
- distributed.yaml
- dualpipe.yaml
- fsdp.yaml
- single_gpu.yaml
- config.yaml
- gpu_optimization.yaml
- schema.py
- __init__.py
- tiny_mlx_config.py
- tiny_mlx_full.json
- tiny_mlx_quick.json
- tiny_test.json
- 01-multi-query-attention.md
- 02-grouped-query-attention.md
- 03-multi-head-latent-attention.md
- 04-deepseek-attention.md
- 05-standard-moe.md
- 06-deepseek-moe.md
- 07-multi-token-prediction.md
- 08-fp8-quantization.md
- 09-grpo.md
- 10-training-infrastructure.md
- 11-training-pipeline.md
- 12-post-training.md
- 13-knowledge-distillation.md
- 14-v32-architecture.md
- 15-5d-parallelism.md
- 16-zero-optimization.md
- 17-deepseek-sparse-attention.md
- 18-256-expert-moe.md
- 19-multi-token-prediction.md
- 20-fp8-mixed-precision.md
- 21-agent-tool-use-training.md
- 22-core-gpu-optimizations.md
- README.md
- final_comparison_report.json
- final_comparison_report.md
- __init__.py
- budget_tracker.py
- cost_tracker.py
- dashboard.py
- dual_logger.py
- attention_bench.rs
- moe_bench.rs
- zero_copy_bench.rs
- __init__.py
- attention_ablation.rs
- mod.rs
- moe_ablation.rs
- paper_experiments.rs
- rope_ablation.rs
- attention_benchmark.rs
- mod.rs
- moe_benchmark.rs
- mtp_fp8_benchmark.rs
- paper_benchmarks.rs
- training_benchmark.rs
- backend.rs
- distributed_checkpoint.rs
- expert.rs
- fault_tolerance.rs
- groups.rs
- heterogeneous.rs
- mod.rs
- nccl_backend.rs
- nccl_sys.rs
- parallel.rs
- pipeline.rs
- ring_attention.rs
- tp_ops.rs
- attention.rs
- cuda_hopper.rs
- inference.rs
- kernel_strategy.rs
- kv_cache.rs
- metal_kernels.rs
- mla.rs
- mla_rank_constraints.rs
- mod.rs
- moe.rs
- mtp.rs
- quantization.rs
- r1.rs
- reward_model.rs
- sparse_attention.rs
- arrow_interop.rs
- mod.rs
- shared_memory.rs
- tensor_view.rs
- agent.rs
- checkpointing.rs
- distillation.rs
- grpo.rs
- grpo_production.rs
- mod.rs
- pipeline.rs
- sft.rs
- training.rs
- checkpoint.rs
- config.rs
- device.rs
- error.rs
- hetero_prof.rs
- kernel_fusions.rs
- logging.rs
- memory.rs
- metrics.rs
- mixed_precision.rs
- mod.rs
- retry.rs
- lib.rs
- main.rs
- cuda_hopper_test.rs
- device_tests.rs
- integration_tests.rs
- metal_kernels_test.rs
- model_tests.rs
- test_distributed_rust.rs
- test_gpu_optimization_rust.rs
- test_zero_copy_interop.rs
- v32_integration_tests.rs
- .modalignore
- Cargo.toml
- DOCUMENTATION.md
- pyproject.toml
- uv.lock
- __init__.py
- ablation_utils.py
- run_all_ablations.py
- run_attention_ablation.py
- run_balancing_ablation.py
- run_batch_ablation.py
- run_dataset_ablation.py
- run_expert_ablation.py
- run_lr_ablation.py
- run_mtp_ablation.py
- run_precision_ablation.py
- run_rope_ablation.py
- download_fineweb_edu.py
- tokenize_fineweb.py
- __init__.py
- benchmark.py
- benchmark_gpu_optimization.py
- create_validation_split.py
- download_tinystories.py
- downstream_eval.py
- evaluate.py
- export_gguf.py
- export_modal_checkpoints.py
- export_safetensors_modal.py
- generate_comparison_report.py
- inference.py
- inference_server.py
- prepare_training_data.py
- run_modal_pipeline.py
- run_tiny_training.sh
- train_hydra.py
- train_tiny.py
- upload_to_huggingface.py
- validate_tokenized_data.py
- __init__.py
- app.py
- cli.py
- config.py
- distributed_trainer.py
- gpu_runner.py
- logging_utils.py
- prepare_fineweb.py
- pytorch_cuda.py
- ray_cluster.py
- rust_cuda.py
- training_utils.py
- __init__.py
- __init__.py
- profiler.py
- wandb_tracker.py
- __init__.py
- storage.py
- validation.py
- __init__.py
- chunked_attention.py
- kv_cache.py
- mla.py
- rope.py
- __init__.py
- model_config.py
- __init__.py
- coreml_export.py
- __init__.py
- kv_split.py
- latent_cache.py
- sliding_window.py
- unified_kv.py
- __init__.py
- activations.py
- base.py
- __init__.py
- layer.py
- transformer.py
- __init__.py
- expert.py
- moe.py
- router.py
- __init__.py
- activation_quant.py
- dynamic_quant.py
- mixed_precision.py
- weight_quant.py
- __init__.py
- quantization.py
- tensor_ops.py
- __init__.py
- benchmarks.py
- distribution.py
- numerical.py
- perplexity.py
- task_accuracy.py
- __init__.py
- __init__.py
- agent.py
- attention.py
- benchmark.py
- cli.py
- distillation.py
- dpo.py
- grpo.py
- grpo_production.py
- kernel_fusions.py
- kernel_strategy.py
- main.py
- mla_rank_constraints.py
- mlx_distributed.py
- moe.py
- mtp.py
- optimization.py
- paper_experiments.py
- pipeline.py
- quantization.py
- r1.py
- reward_model.py
- rope_ablation.py
- sft.py
- sparse_attention.py
- tiny_trainer.py
- __init__.py
- base.py
- mlx_runner.py
- modal_runner.py
- pytorch_runner.py
- rust_runner.py
- __init__.py
- base.py
- data_prep.py
- distillation.py
- export.py
- grpo.py
- pretrain.py
- sft.py
- __init__.py
- data_downloader.py
- __init__.py
- benchmark_suite.py
- chaos_engineering.py
- cli.py
- config.py
- data_ingestion.py
- framework_selector.py
- graceful_degradation.py
- heterogeneous.py
- training_loop.py
- tune.py
- workflow.py
- __init__.py
- cuda_features.py
- fused_kernels.py
- triton_kernels.py
- __init__.py
- attention.py
- ep_utils.py
- expert_parallel.py
- mla.py
- mla_rank_constraints.py
- moe.py
- mtp.py
- parallel.py
- pipeline.py
- quantization.py
- r1.py
- reward_model.py
- ring_attention.py
- rope_ablation.py
- sparse_attention.py
- transformer.py
- __init__.py
- agent.py
- distillation.py
- distributed_checkpoint.py
- dpo.py
- dualpipe.py
- fault_tolerance.py
- fsdp.py
- grpo.py
- grpo_production.py
- heterogeneous_grpo.py
- optimization.py
- paper_experiments.py
- pipeline.py
- sequence_parallel.py
- sft.py
- sharded_dataloader.py
- training.py
- __init__.py
- benchmark.py
- checkpoint.py
- config_loader.py
- device.py
- distributed.py
- errors.py
- export_coreml.py
- logging.py
- precision.py
- validation.py
- __init__.py
- main.py
- __init__.py
- __init__.py
- conftest.py
- test_activations.py
- test_ane_quantization.py
- test_ane_validation.py
- test_base_layers.py
- test_cache.py
- test_chunked_attention.py
- test_expert.py
- test_export.py
- test_kv_cache.py
- test_layer.py
- test_mla.py
- test_moe.py
- test_quantization.py
- test_rope.py
- test_router.py
- test_sliding_window.py
- test_tensor_ops.py
- test_transformer.py
- __init__.py
- test_cli.py
- test_deepspeed_distributed.py
- test_logging_utils.py
- test_prepare_fineweb.py
- test_training_utils.py
- __init__.py
- test_5d_parallelism_modal.py
- test_e2e_pipeline.py
- __init__.py
- test_gpu_optimization_mlx.py
- test_grpo_production_mlx.py
- test_int_quantization.py
- test_kernel_fusions_mlx.py
- test_kernel_strategy.py
- test_mla_rank_constraints.py
- test_mlx_v32.py
- test_moe_256_experts.py
- test_moe_load_balancing.py
- test_production_mlx.py
- test_r1_memory.py
- test_tiny_trainer.py
- __init__.py
- test_cost_tracker.py
- test_dashboard.py
- __init__.py
- test_data_ingestion.py
- test_data_loaders.py
- test_export.py
- test_framework_selector.py
- test_gpu_pipeline.py
- test_heterogeneous.py
- test_training_loop.py
- test_tune.py
- test_workflow.py
- __init__.py
- test_zero_copy.py
- __init__.py
- test_downstream_eval.py
- test_export_gguf.py
- test_validation_checklist.py
- __init__.py
- test_training_integration.py
- __init__.py
- test_attention.py
- test_ep.py
- test_kv_cache.py
- test_mla_rank_constraints.py
- test_moe.py
- test_parallel.py
- test_pp.py
- test_r1.py
- test_rope_ablation.py
- test_sp.py
- __init__.py
- test_device_selection.py
- test_distributed.py
- test_distributed_training.py
- test_expert_parallel.py
- test_fault_tolerance.py
- test_grpo_production.py
- test_sharded_dataloader.py
- test_training.py
- test_training_optimization.py
- test_triton_kernels.py
- __init__.py
- conftest.py
- test_architecture_v3.py
- test_cuda_hopper.py
- test_further_considerations.py
- test_kernel_fusions.py
- test_production_pytorch.py
- test_pytorch_v32.py
- test_research_polish.py
- test_structure.py
- __init__.py
- conftest.py
- .env.example
- .gitignore
- CHANGELOG.md
- CODE_OF_CONDUCT.md
- CONTRIBUTING.md
- docker-compose.yml
- Dockerfile
- Dockerfile.cuda
- Dockerfile.mlx
- LICENSE
- pyproject.toml
- README.md
- REPRODUCIBILITY.md
- requirements-tiny.txt
- uv.lock
// repository documentation
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