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95 lines
46 KiB
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95 lines
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11:["$","p",null,{"children":"The Zoo Compute Network aggregates distributed GPU resources into a unified training substrate. Anyone with suitable hardware can contribute. Anyone can access the aggregated compute."}]
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15:["$","p",null,{"children":"Compute nodes must meet minimum specifications:"}]
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17:["$","p",null,{"children":"Nodes are verified through proof-of-work benchmarks before joining the network."}]
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19:["$","p",null,{"children":"The coordination layer handles distributed training logistics:"}]
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1a:["$","p",null,{"children":["$","strong",null,{"children":"Task Scheduling"}]}]
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1b:["$","p",null,{"children":"Jobs are divided into tasks and assigned to available nodes:"}]
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1d:["$","p",null,{"children":"The scheduler optimizes for:"}]
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1e:["$","ul",null,{"children":["\n",["$","li",null,{"children":"Data locality (minimize transfers)"}],"\n",["$","li",null,{"children":"Network topology (co-locate communicating nodes)"}],"\n",["$","li",null,{"children":"Cost efficiency (use cheapest suitable nodes)"}],"\n",["$","li",null,{"children":"Reliability (distribute across failure domains)"}],"\n"]}]
|
||
1f:["$","p",null,{"children":["$","strong",null,{"children":"Gradient Aggregation"}]}]
|
||
20:["$","p",null,{"children":"Distributed training requires gradient synchronization. The network supports:"}]
|
||
21:["$","ul",null,{"children":["\n",["$","li",null,{"children":"All-reduce for data-parallel training"}],"\n",["$","li",null,{"children":"Point-to-point for pipeline/tensor parallelism"}],"\n",["$","li",null,{"children":"Asynchronous updates for fault tolerance"}],"\n"]}]
|
||
22:["$","p",null,{"children":"Aggregation happens through a tree topology that minimizes bandwidth usage."}]
|
||
23:["$","p",null,{"children":["$","strong",null,{"children":"Checkpoint Management"}]}]
|
||
24:["$","p",null,{"children":"Training state is continuously checkpointed:"}]
|
||
25:["$","$L55",null,{"className":"shiki shiki-themes github-light github-dark","style":{"--shiki-light":"#24292e","--shiki-dark":"#e1e4e8","--shiki-light-bg":"#fff","--shiki-dark-bg":"#24292e"},"tabIndex":"0","icon":"<svg viewBox=\"0 0 24 24\"><path d=\"M 6,1 C 4.354992,1 3,2.354992 3,4 v 16 c 0,1.645008 1.354992,3 3,3 h 12 c 1.645008,0 3,-1.354992 3,-3 V 8 7 A 1.0001,1.0001 0 0 0 20.707031,6.2929687 l -5,-5 A 1.0001,1.0001 0 0 0 15,1 h -1 z m 0,2 h 7 v 3 c 0,1.645008 1.354992,3 3,3 h 3 v 11 c 0,0.564129 -0.435871,1 -1,1 H 6 C 5.4358712,21 5,20.564129 5,20 V 4 C 5,3.4358712 5.4358712,3 6,3 Z M 15,3.4140625 18.585937,7 H 16 C 15.435871,7 15,6.5641288 15,6 Z\" fill=\"currentColor\" /></svg>","children":["$","$L56",null,{"children":["$","code",null,{"children":[["$","span",null,{"className":"line","children":["$","span",null,{}]}],"\n",["$","span",null,{"className":"line","children":["$","span",null,{"children":" # Automatic checkpointing"}]}],"\n",["$","span",null,{"className":"line","children":["$","span",null,{"children":" checkpoint_config = CheckpointConfig("}]}],"\n",["$","span",null,{"className":"line","children":["$","span",null,{"children":" interval=1000, # steps"}]}],"\n",["$","span",null,{"className":"line","children":["$","span",null,{"children":" storage=\"ipfs\","}]}],"\n",["$","span",null,{"className":"line","children":["$","span",null,{"children":" redundancy=3,"}]}],"\n",["$","span",null,{"className":"line","children":["$","span",null,{"children":" )"}]}],"\n",["$","span",null,{"className":"line","children":["$","span",null,{"children":" "}]}]]}]}]}]
|
||
26:["$","p",null,{"children":"Checkpoints are content-addressed and distributed. Training can resume from any node."}]
|
||
27:["$","h3",null,{"className":"flex scroll-m-28 flex-row items-center gap-2","id":"economics","children":[["$","a",null,{"data-card":"","href":"#economics","className":"peer","children":"Economics"}],["$","svg",null,{"ref":"$undefined","xmlns":"http://www.w3.org/2000/svg","width":24,"height":24,"viewBox":"0 0 24 24","fill":"none","stroke":"currentColor","strokeWidth":2,"strokeLinecap":"round","strokeLinejoin":"round","className":"lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100","aria-hidden":true,"children":[["$","path","1cjeqo",{"d":"M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"}],["$","path","19qd67",{"d":"M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"}],"$undefined"]}]]}]
|
||
28:["$","p",null,{"children":["$","strong",null,{"children":"For Compute Providers"}]}]
|
||
29:["$","p",null,{"children":"Providers stake ZEN tokens as collateral and earn rewards for:"}]
|
||
2a:["$","ul",null,{"children":["\n",["$","li",null,{"children":"Uptime (base reward)"}],"\n",["$","li",null,{"children":"Computation completed (work reward)"}],"\n",["$","li",null,{"children":"Network contribution (bandwidth bonus)"}],"\n"]}]
|
||
2b:["$","p",null,{"children":"Slashing occurs for:"}]
|
||
2c:["$","ul",null,{"children":["\n",["$","li",null,{"children":"Downtime during committed periods"}],"\n",["$","li",null,{"children":"Incorrect computation (detected via verification)"}],"\n",["$","li",null,{"children":"Bandwidth violations"}],"\n"]}]
|
||
2d:["$","p",null,{"children":"Expected returns: 15-25% APY on staked tokens plus hardware depreciation coverage."}]
|
||
2e:["$","p",null,{"children":["$","strong",null,{"children":"For Users"}]}]
|
||
2f:["$","p",null,{"children":"Users pay per compute-hour in ZEN tokens:"}]
|
||
30:["$","div",null,{"className":"relative overflow-auto prose-no-margin my-6","children":["$","table",null,{"children":[["$","thead",null,{"children":["$","tr",null,{"children":[["$","th",null,{"children":"Tier"}],["$","th",null,{"children":"Price (ZEN/GPU-hour)"}],["$","th",null,{"children":"Approx USD"}]]}]}],["$","tbody",null,{"children":[["$","tr",null,{"children":[["$","td",null,{"children":"Bronze"}],["$","td",null,{"children":"2.5"}],["$","td",null,{"children":"$$5"}]]}],["$","tr",null,{"children":[["$","td",null,{"children":"Silver"}],["$","td",null,{"children":"4.0"}],["$","td",null,{"children":"$$8"}]]}],["$","tr",null,{"children":[["$","td",null,{"children":"Gold"}],["$","td",null,{"children":"8.0"}],["$","td",null,{"children":"$$16"}]]}]]}]]}]}]
|
||
31:["$","p",null,{"children":"Prices are market-determined through ongoing auctions. Users can specify maximum price and wait for availability."}]
|
||
32:["$","p",null,{"children":["$","strong",null,{"children":"Network Fee"}]}]
|
||
33:["$","p",null,{"children":"5% of payments go to the network treasury, funding:"}]
|
||
34:["$","ul",null,{"children":["\n",["$","li",null,{"children":"Protocol development"}],"\n",["$","li",null,{"children":"Security audits"}],"\n",["$","li",null,{"children":"Community grants"}],"\n"]}]
|
||
35:["$","h3",null,{"className":"flex scroll-m-28 flex-row items-center gap-2","id":"verification","children":[["$","a",null,{"data-card":"","href":"#verification","className":"peer","children":"Verification"}],["$","svg",null,{"ref":"$undefined","xmlns":"http://www.w3.org/2000/svg","width":24,"height":24,"viewBox":"0 0 24 24","fill":"none","stroke":"currentColor","strokeWidth":2,"strokeLinecap":"round","strokeLinejoin":"round","className":"lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100","aria-hidden":true,"children":[["$","path","1cjeqo",{"d":"M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"}],["$","path","19qd67",{"d":"M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"}],"$undefined"]}]]}]
|
||
36:["$","p",null,{"children":"How do we know compute was done correctly?"}]
|
||
37:["$","p",null,{"children":["$","strong",null,{"children":"Sampling-Based Verification"}]}]
|
||
38:["$","p",null,{"children":"Random subsets of computation are re-run by verifiers. Discrepancies trigger investigation:"}]
|
||
39:["$","$L55",null,{"className":"shiki shiki-themes github-light github-dark","style":{"--shiki-light":"#24292e","--shiki-dark":"#e1e4e8","--shiki-light-bg":"#fff","--shiki-dark-bg":"#24292e"},"tabIndex":"0","icon":"<svg viewBox=\"0 0 24 24\"><path d=\"M 6,1 C 4.354992,1 3,2.354992 3,4 v 16 c 0,1.645008 1.354992,3 3,3 h 12 c 1.645008,0 3,-1.354992 3,-3 V 8 7 A 1.0001,1.0001 0 0 0 20.707031,6.2929687 l -5,-5 A 1.0001,1.0001 0 0 0 15,1 h -1 z m 0,2 h 7 v 3 c 0,1.645008 1.354992,3 3,3 h 3 v 11 c 0,0.564129 -0.435871,1 -1,1 H 6 C 5.4358712,21 5,20.564129 5,20 V 4 C 5,3.4358712 5.4358712,3 6,3 Z M 15,3.4140625 18.585937,7 H 16 C 15.435871,7 15,6.5641288 15,6 Z\" fill=\"currentColor\" /></svg>","children":["$","$L56",null,{"children":["$","code",null,{"children":[["$","span",null,{"className":"line","children":["$","span",null,{}]}],"\n",["$","span",null,{"className":"line","children":["$","span",null,{"children":" P(detection) = 1 - (1 - sample_rate)^n"}]}],"\n",["$","span",null,{"className":"line","children":["$","span",null,{"children":" "}]}]]}]}]}]
|
||
3a:["$","p",null,{"children":"With 1% sampling and 100 steps, detection probability is 63%. With 5% sampling, it’s 99.4%."}]
|
||
3b:["$","p",null,{"children":["$","strong",null,{"children":"Gradient Consistency"}]}]
|
||
3c:["$","p",null,{"children":"Aggregated gradients are checked for statistical anomalies. Fabricated gradients have detectable patterns."}]
|
||
3d:["$","p",null,{"children":["$","strong",null,{"children":"Trusted Execution (Optional)"}]}]
|
||
3e:["$","p",null,{"children":"For high-value jobs, nodes can run in TEE enclaves (SGX, TDX). Provides cryptographic attestation of correct execution."}]
|
||
3f:["$","h2",null,{"className":"flex scroll-m-28 flex-row items-center gap-2","id":"real-world-performance","children":[["$","a",null,{"data-card":"","href":"#real-world-performance","className":"peer","children":"Real-World Performance"}],["$","svg",null,{"ref":"$undefined","xmlns":"http://www.w3.org/2000/svg","width":24,"height":24,"viewBox":"0 0 24 24","fill":"none","stroke":"currentColor","strokeWidth":2,"strokeLinecap":"round","strokeLinejoin":"round","className":"lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100","aria-hidden":true,"children":[["$","path","1cjeqo",{"d":"M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"}],["$","path","19qd67",{"d":"M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"}],"$undefined"]}]]}]
|
||
40:["$","p",null,{"children":"We’ve run several training jobs on the network:"}]
|
||
41:["$","h3",null,{"className":"flex scroll-m-28 flex-row items-center gap-2","id":"zen-2-7b-training","children":[["$","a",null,{"data-card":"","href":"#zen-2-7b-training","className":"peer","children":"Zen-2-7B Training"}],["$","svg",null,{"ref":"$undefined","xmlns":"http://www.w3.org/2000/svg","width":24,"height":24,"viewBox":"0 0 24 24","fill":"none","stroke":"currentColor","strokeWidth":2,"strokeLinecap":"round","strokeLinejoin":"round","className":"lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100","aria-hidden":true,"children":[["$","path","1cjeqo",{"d":"M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"}],["$","path","19qd67",{"d":"M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"}],"$undefined"]}]]}]
|
||
42:["$","ul",null,{"children":["\n",["$","li",null,{"children":[["$","strong",null,{"children":"Duration"}]," : 3 weeks"]}],"\n",["$","li",null,{"children":[["$","strong",null,{"children":"Nodes used"}]," : 24 (rotating pool of 40)"]}],"\n",["$","li",null,{"children":[["$","strong",null,{"children":"Total compute"}]," : 8,400 GPU-hours"]}],"\n",["$","li",null,{"children":[["$","strong",null,{"children":"Cost"}]," : 21,000 ZEN (~$42,000)"]}],"\n",["$","li",null,{"children":[["$","strong",null,{"children":"Efficiency"}]," : 89% of centralized equivalent"]}],"\n"]}]
|
||
43:["$","h3",null,{"className":"flex scroll-m-28 flex-row items-center gap-2","id":"embedding-model-training","children":[["$","a",null,{"data-card":"","href":"#embedding-model-training","className":"peer","children":"Embedding Model Training"}],["$","svg",null,{"ref":"$undefined","xmlns":"http://www.w3.org/2000/svg","width":24,"height":24,"viewBox":"0 0 24 24","fill":"none","stroke":"currentColor","strokeWidth":2,"strokeLinecap":"round","strokeLinejoin":"round","className":"lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100","aria-hidden":true,"children":[["$","path","1cjeqo",{"d":"M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"}],["$","path","19qd67",{"d":"M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"}],"$undefined"]}]]}]
|
||
44:["$","ul",null,{"children":["\n",["$","li",null,{"children":[["$","strong",null,{"children":"Duration"}]," : 5 days"]}],"\n",["$","li",null,{"children":[["$","strong",null,{"children":"Nodes used"}]," : 8"]}],"\n",["$","li",null,{"children":[["$","strong",null,{"children":"Total compute"}]," : 960 GPU-hours"]}],"\n",["$","li",null,{"children":[["$","strong",null,{"children":"Cost"}]," : 2,400 ZEN (~$4,800)"]}],"\n",["$","li",null,{"children":[["$","strong",null,{"children":"Efficiency"}]," : 94% of centralized equivalent"]}],"\n"]}]
|
||
45:["$","p",null,{"children":"Efficiency losses come from coordination overhead and network heterogeneity. Ongoing optimizations are closing the gap."}]
|
||
46:["$","h2",null,{"className":"flex scroll-m-28 flex-row items-center gap-2","id":"joining-the-network","children":[["$","a",null,{"data-card":"","href":"#joining-the-network","className":"peer","children":"Joining the Network"}],["$","svg",null,{"ref":"$undefined","xmlns":"http://www.w3.org/2000/svg","width":24,"height":24,"viewBox":"0 0 24 24","fill":"none","stroke":"currentColor","strokeWidth":2,"strokeLinecap":"round","strokeLinejoin":"round","className":"lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100","aria-hidden":true,"children":[["$","path","1cjeqo",{"d":"M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"}],["$","path","19qd67",{"d":"M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"}],"$undefined"]}]]}]
|
||
47:["$","h3",null,{"className":"flex scroll-m-28 flex-row items-center gap-2","id":"as-a-compute-provider","children":[["$","a",null,{"data-card":"","href":"#as-a-compute-provider","className":"peer","children":"As a Compute Provider"}],["$","svg",null,{"ref":"$undefined","xmlns":"http://www.w3.org/2000/svg","width":24,"height":24,"viewBox":"0 0 24 24","fill":"none","stroke":"currentColor","strokeWidth":2,"strokeLinecap":"round","strokeLinejoin":"round","className":"lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100","aria-hidden":true,"children":[["$","path","1cjeqo",{"d":"M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"}],["$","path","19qd67",{"d":"M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"}],"$undefined"]}]]}]
|
||
48:["$","ol",null,{"children":["\n",["$","li",null,{"children":[["$","strong",null,{"children":"Hardware check"}]," : Verify your setup meets tier requirements"]}],"\n",["$","li",null,{"children":[["$","strong",null,{"children":"Software install"}]," : Run the Zoo Compute daemon"]}],"\n",["$","li",null,{"children":[["$","strong",null,{"children":"Stake"}]," : Lock ZEN tokens as collateral"]}],"\n",["$","li",null,{"children":[["$","strong",null,{"children":"Benchmark"}]," : Complete verification benchmarks"]}],"\n",["$","li",null,{"children":[["$","strong",null,{"children":"Operate"}]," : Maintain uptime and connectivity"]}],"\n"]}]
|
||
49:["$","p",null,{"children":"Documentation: docs.zoo.ngo/compute/providers"}]
|
||
4a:["$","h3",null,{"className":"flex scroll-m-28 flex-row items-center gap-2","id":"as-a-user","children":[["$","a",null,{"data-card":"","href":"#as-a-user","className":"peer","children":"As a User"}],["$","svg",null,{"ref":"$undefined","xmlns":"http://www.w3.org/2000/svg","width":24,"height":24,"viewBox":"0 0 24 24","fill":"none","stroke":"currentColor","strokeWidth":2,"strokeLinecap":"round","strokeLinejoin":"round","className":"lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100","aria-hidden":true,"children":[["$","path","1cjeqo",{"d":"M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"}],["$","path","19qd67",{"d":"M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"}],"$undefined"]}]]}]
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4b:["$","ol",null,{"children":["\n",["$","li",null,{"children":[["$","strong",null,{"children":"Install client"}]," : ",["$","code",null,{"children":"pip install zoo-compute"}]]}],"\n",["$","li",null,{"children":[["$","strong",null,{"children":"Fund account"}]," : Acquire ZEN tokens"]}],"\n",["$","li",null,{"children":[["$","strong",null,{"children":"Submit jobs"}]," : Use API or CLI"]}],"\n"]}]
|
||
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