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Commits on Mar 13, 2026
Perf: async shared cache, parallel_downloads=32, inference benchmarks
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Commits on Mar 12, 2026
Fix system package isolation and accelerate() ordering in zerostart run
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Improve accelerate() for large MoE models (Qwen3.5-35B-A3B)
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Commits on Mar 10, 2026
vLLM loader: use safetensors_load_strategy="eager" on network volumes
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Fix vLLM --load-format zerostart: rewrite load_format before parent init
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Fix vLLM integration: use register_model_loader API, subclass BaseModelLoader
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Add diffusers support, ComfyUI and vLLM integrations
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Add zerostart.accelerate() — transparent 9x faster model loading
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Rewrite snapshot v2: JSON-only, no cloudpickle, Rust tokenizer
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Fix snapshot: HF cache discovery, e2e benchmark on volume
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Materialize meta tensors after hydrate (rotary embeddings, etc.)
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Use meta device for model creation — zero memory allocation
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Skip random weight init during hydrate via _no_init_weights
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Add tie_weights() after load_state_dict in hydrate
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Fix model reconstruction: use normal init instead of empty weights
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Fix tensor name matching: strip all prefix levels for safetensors lookup
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Add snapshot/hydrate for fast model restore via safetensors mmap
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Commits on Mar 9, 2026
Fix GPU test suite: daemon binary fallback, abi3 wheel support, cache isolation
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Clean up repo for open source readiness
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Move cold path to Rust, use pylock.toml for single-call resolution
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Commits on Mar 8, 2026
Add package mode: zerostart as a faster uvx alternative
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Fix: wait for uv when no daemon (all small packages)
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Fix GPU test runner: remove unpublished zs-fast-wheel dep, fix install order
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Add PEP 723 inline script metadata support + test plan
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Prepare for open source: MIT license, zerostart CLI, README rewrite
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Remove CRIU snapshot code, refocus on fast install + progressive loading
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Add Tier 1 CRIU process snapshot infrastructure
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Add warm command: resolve requirements and download without Python
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Rewrite orchestrator and import hook to use in-memory DaemonHandle
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Remove dead file-based IPC (StatusDir, DemandWatcher, status_dir)
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Add Python resolver, cache, and tests for fast-wheel progressive loading
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Commits on Mar 7, 2026
Add lazy import hook with progressive loading and demand signaling
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