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* feat(mlx-distributed): add new MLX-distributed backend Add new MLX distributed backend with support for both TCP and RDMA for model sharding. This implementation ties in the discovery implementation already in place, and re-uses the same P2P mechanism for the TCP MLX-distributed inferencing. The Auto-parallel implementation is inspired by Exo's ones (who have been added to acknowledgement for the great work!) Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * expose a CLI to facilitate backend starting Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * feat: make manual rank0 configurable via model configs Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * Add missing features from mlx backend Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * Apply suggestion from @mudler Signed-off-by: Ettore Di Giacinto <mudler@users.noreply.github.com> --------- Signed-off-by: Ettore Di Giacinto <mudler@localai.io> Signed-off-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
62 lines
1.2 KiB
Go
62 lines
1.2 KiB
Go
package p2p
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import (
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"slices"
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"strings"
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"sync"
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"github.com/mudler/LocalAI/core/schema"
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)
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const (
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defaultServicesID = "services"
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LlamaCPPWorkerID = "worker"
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MLXWorkerID = "mlx_worker"
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)
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var mu sync.Mutex
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var nodes = map[string]map[string]schema.NodeData{}
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func GetAvailableNodes(serviceID string) []schema.NodeData {
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if serviceID == "" {
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serviceID = defaultServicesID
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}
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mu.Lock()
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defer mu.Unlock()
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var availableNodes = []schema.NodeData{}
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for _, v := range nodes[serviceID] {
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availableNodes = append(availableNodes, v)
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}
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slices.SortFunc(availableNodes, func(a, b schema.NodeData) int {
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return strings.Compare(a.ID, b.ID)
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})
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return availableNodes
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}
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func GetNode(serviceID, nodeID string) (schema.NodeData, bool) {
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if serviceID == "" {
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serviceID = defaultServicesID
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}
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mu.Lock()
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defer mu.Unlock()
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if _, ok := nodes[serviceID]; !ok {
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return schema.NodeData{}, false
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}
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nd, exists := nodes[serviceID][nodeID]
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return nd, exists
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}
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func AddNode(serviceID string, node schema.NodeData) {
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if serviceID == "" {
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serviceID = defaultServicesID
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}
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mu.Lock()
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defer mu.Unlock()
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if nodes[serviceID] == nil {
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nodes[serviceID] = map[string]schema.NodeData{}
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}
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nodes[serviceID][node.ID] = node
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}
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