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@foundation-model-stack

Foundation Model Stack

IBM Research's home for incubating, advancing and upstreaming open source for foundation model development, training, tuning and inference.

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  1. foundation-model-stack foundation-model-stack Public

    🚀 Collection of components for development, training, tuning, and inference of foundation models leveraging PyTorch native components.

    Python 165 55

  2. fms-fsdp fms-fsdp Public

    🚀 Efficiently (pre)training foundation models with native PyTorch features, including FSDP for training and SDPA implementation of Flash attention v2.

    Python 193 32

  3. fms-hf-tuning fms-hf-tuning Public

    🚀 Collection of tuning recipes with HuggingFace SFTTrainer and PyTorch FSDP.

    Python 27 46

  4. fms-acceleration fms-acceleration Public

    🚀 Collection of libraries used with fms-hf-tuning to accelerate fine-tuning and training of large models.

    Python 6 9

  5. fms-guardrails-orchestrator fms-guardrails-orchestrator Public

    🚀 Guardrails orchestration server for application of various detections on text generation input and output.

    Rust 4 18

Repositories

Showing 10 of 20 repositories
  • fms-dgt Public

    Synthetic Data Generation for Foundation Models

    foundation-model-stack/fms-dgt’s past year of commit activity
    Python 14 Apache-2.0 20 2 1 Updated Nov 18, 2024
  • fms-hf-tuning Public

    🚀 Collection of tuning recipes with HuggingFace SFTTrainer and PyTorch FSDP.

    foundation-model-stack/fms-hf-tuning’s past year of commit activity
    Python 27 Apache-2.0 46 18 (2 issues need help) 25 Updated Nov 18, 2024
  • fms-fsdp Public

    🚀 Efficiently (pre)training foundation models with native PyTorch features, including FSDP for training and SDPA implementation of Flash attention v2.

    foundation-model-stack/fms-fsdp’s past year of commit activity
    Python 193 Apache-2.0 32 13 6 Updated Nov 17, 2024
  • fms-acceleration Public

    🚀 Collection of libraries used with fms-hf-tuning to accelerate fine-tuning and training of large models.

    foundation-model-stack/fms-acceleration’s past year of commit activity
    Python 6 Apache-2.0 9 20 (10 issues need help) 1 Updated Nov 15, 2024
  • foundation-model-stack Public

    🚀 Collection of components for development, training, tuning, and inference of foundation models leveraging PyTorch native components.

    foundation-model-stack/foundation-model-stack’s past year of commit activity
    Python 165 Apache-2.0 55 35 (4 issues need help) 36 Updated Nov 14, 2024
  • fms-guardrails-orchestrator Public

    🚀 Guardrails orchestration server for application of various detections on text generation input and output.

    foundation-model-stack/fms-guardrails-orchestrator’s past year of commit activity
    Rust 4 Apache-2.0 18 29 (3 issues need help) 4 Updated Nov 11, 2024
  • fm-training-estimator Public

    Estimate resources needed to train LLMs

    foundation-model-stack/fm-training-estimator’s past year of commit activity
    Python 11 Apache-2.0 6 1 0 Updated Nov 7, 2024
  • hf-resource-scanner Public

    Scan resources consumed during LLM training

    foundation-model-stack/hf-resource-scanner’s past year of commit activity
    Python 7 Apache-2.0 1 1 0 Updated Nov 4, 2024
  • fastsafetensors Public

    High-performance safetensors model loader

    foundation-model-stack/fastsafetensors’s past year of commit activity
    Python 5 Apache-2.0 2 0 0 Updated Nov 1, 2024
  • moe-distributed-training Public

    Demonstration of MoE distributed training using various techniques

    foundation-model-stack/moe-distributed-training’s past year of commit activity
    Python 1 0 0 0 Updated Oct 31, 2024

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