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fix some typos (#35)
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@ -11,7 +11,7 @@ The Fire-Flyer File System (3FS) is a high-performance distributed file system d
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- **File Interfaces** Develops stateless metadata services backed by a transactional key-value store (e.g., FoundationDB). The file interface is well known and used everywhere. There is no need to learn a new storage API.
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- Diverse Workloads
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- **Data Preparation** Organizes outputs of data analytics pipelines into hierarchical directory structures and manages large volume of intermediate outputs efficiently.
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- **Data Preparation** Organizes outputs of data analytics pipelines into hierarchical directory structures and manages a large volume of intermediate outputs efficiently.
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- **Dataloaders** Eliminates the need for prefetching or shuffling datasets by enabling random access to training samples across compute nodes.
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- **Checkpointing** Supports high-throughput parallel checkpointing for large-scale training.
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- **KVCache for Inference** Provides a cost-effective alternative to DRAM-based caching, offering high throughput and significantly larger capacity.
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@ -43,18 +43,18 @@ The test cluster comprised 25 storage nodes (2 NUMA domains/node, 1 storage serv
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### 3. KVCache
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KVCache is a technique used to optimize the LLM inference process. It avoids redundant computations by caching the key and value vectors of previous tokens in the decoder layers.
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The top figure demonstrates the read throughput of all KVCache clients, highlighting both peak and average values, with peak throughput reaching up to 40 GiB/s. The bottom figure presents the IOPS of remove ops from garbage collection (GC) during the same time period.
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The top figure demonstrates the read throughput of all KVCache clients, highlighting both peak and average values, with peak throughput reaching up to 40 GiB/s. The bottom figure presents the IOPS of removing ops from garbage collection (GC) during the same time period.
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## Check out source code
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Clone 3FS repository from github:
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Clone 3FS repository from GitHub:
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git clone https://github.com/deepseek-ai/3fs
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When `deepseek-ai/3fs` has been cloned to local file system, run the
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When `deepseek-ai/3fs` has been cloned to a local file system, run the
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following commands to check out the submodules:
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```bash
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