Instructions to use OpenPeerAI/My-Name-is-Riemann-Prerelease with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use OpenPeerAI/My-Name-is-Riemann-Prerelease with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="OpenPeerAI/My-Name-is-Riemann-Prerelease", trust_remote_code=True)

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoModelForCausalLM
model = AutoModelForCausalLM.from_pretrained("OpenPeerAI/My-Name-is-Riemann-Prerelease", trust_remote_code=True, device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use OpenPeerAI/My-Name-is-Riemann-Prerelease with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "OpenPeerAI/My-Name-is-Riemann-Prerelease"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "OpenPeerAI/My-Name-is-Riemann-Prerelease",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/OpenPeerAI/My-Name-is-Riemann-Prerelease

SGLang

How to use OpenPeerAI/My-Name-is-Riemann-Prerelease with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "OpenPeerAI/My-Name-is-Riemann-Prerelease" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "OpenPeerAI/My-Name-is-Riemann-Prerelease",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "OpenPeerAI/My-Name-is-Riemann-Prerelease" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "OpenPeerAI/My-Name-is-Riemann-Prerelease",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use OpenPeerAI/My-Name-is-Riemann-Prerelease with Docker Model Runner:
```
docker model run hf.co/OpenPeerAI/My-Name-is-Riemann-Prerelease
```

My-Name-is-Riemann-Prerelease / training /cloud /pull_stage.ps1

Mentors4EDU

Remove push_to_hub.py; generalise cloud scripts (no account-specific defaults)

4b08de9 verified 1 day ago

Raw History Blame Contribute Delete

2.63 kB

param(
    [string]$NodeIp = (Get-Content "$env:RIEMANN_ROOT\cloud_state\node_ip.txt").Trim(),
    [string]$Stage = "stage6_12.85b",
    [string]$LocalRoot = $env:RIEMANN_ROOT,
    [string]$RemoteRoot = "/workspace/RiemannModel"
)
$ErrorActionPreference = "Continue"
$node = "root@$NodeIp"
$dest = "$LocalRoot\checkpoints\$Stage"
New-Item -ItemType Directory -Force -Path $dest, "$LocalRoot\ntk_controllers", "$LocalRoot\cloud_logs" | Out-Null
function Log($m) { "$(Get-Date -Format 'yyyy-MM-dd HH:mm:ss') [pull] $m" }

$manifest = ssh $node "cd $RemoteRoot/checkpoints/$Stage && for f in *; do [ -f `"`$f`" ] && echo `"`$(stat -c %s `"`$f`") `$(sha256sum `"`$f`" | cut -d' ' -f1) `$f`"; done"
$files = @()
foreach ($line in $manifest) {
    if ($line -match '^(\d+)\s+([0-9a-f]{64})\s+(.+)$') { $files += [pscustomobject]@{ Size=[long]$matches[1]; Sha=$matches[2]; Name=$matches[3].Trim() } }
}
Log "$($files.Count) files, $([math]::Round(($files | Measure-Object Size -Sum).Sum/1GB,1)) GB total"

foreach ($f in ($files | Sort-Object Name)) {
    $local = Join-Path $dest $f.Name
    $attempt = 0
    while ($true) {
        $attempt++
        if ((Test-Path $local) -and ((Get-Item $local).Length -eq $f.Size)) {
            $h = (Get-FileHash -Algorithm SHA256 $local).Hash.ToLower()
            if ($h -eq $f.Sha) { Log "OK   $($f.Name) ($([math]::Round($f.Size/1MB)) MB)"; break }
            Log "sha mismatch on $($f.Name), re-pulling"
        }
        if ($attempt -gt 4) { Log "FAILED $($f.Name) after $attempt attempts"; break }
        $t = [Diagnostics.Stopwatch]::StartNew()
        scp -q -o ServerAliveInterval=15 -o ServerAliveCountMax=4 "${node}:$RemoteRoot/checkpoints/$Stage/$($f.Name)" "$local" 2>$null
        $t.Stop()
        if ($LASTEXITCODE -ne 0) { Log "scp exit $LASTEXITCODE on $($f.Name) (attempt $attempt), retrying"; Start-Sleep 10 }
        else { Log "pulled $($f.Name) in $([math]::Round($t.Elapsed.TotalMinutes,1)) min" }
    }
}

$bad = @()
foreach ($f in $files) {
    $local = Join-Path $dest $f.Name
    if (-not (Test-Path $local) -or (Get-Item $local).Length -ne $f.Size -or (Get-FileHash -Algorithm SHA256 $local).Hash.ToLower() -ne $f.Sha) { $bad += $f.Name }
}
if ($bad.Count -eq 0) {
    Set-Content "$dest\.mirrored" (Get-Date -Format o)
    Log "$Stage fully mirrored and verified"
} else { Log "VERIFY FAILED: $($bad -join ', ')" }

scp -q "${node}:$RemoteRoot/ntk_controllers/*" "$LocalRoot\ntk_controllers\" 2>$null
scp -q "${node}:$RemoteRoot/logs/*.log" "$LocalRoot\cloud_logs\" 2>$null
Log "controllers and logs refreshed"

	param(
	[string]$NodeIp = (Get-Content "$env:RIEMANN_ROOT\cloud_state\node_ip.txt").Trim(),
	[string]$Stage = "stage6_12.85b",
	[string]$LocalRoot = $env:RIEMANN_ROOT,
	[string]$RemoteRoot = "/workspace/RiemannModel"
	)
	$ErrorActionPreference = "Continue"
	$node = "root@$NodeIp"
	$dest = "$LocalRoot\checkpoints\$Stage"
	New-Item -ItemType Directory -Force -Path $dest, "$LocalRoot\ntk_controllers", "$LocalRoot\cloud_logs" \| Out-Null
	function Log($m) { "$(Get-Date -Format 'yyyy-MM-dd HH:mm:ss') [pull] $m" }

	$manifest = ssh $node "cd $RemoteRoot/checkpoints/$Stage && for f in *; do [ -f `"`$f`" ] && echo `"`$(stat -c %s `"`$f`") `$(sha256sum `"`$f`" \| cut -d' ' -f1) `$f`"; done"
	$files = @()
	foreach ($line in $manifest) {
	if ($line -match '^(\d+)\s+([0-9a-f]{64})\s+(.+)$') { $files += [pscustomobject]@{ Size=[long]$matches[1]; Sha=$matches[2]; Name=$matches[3].Trim() } }
	}
	Log "$($files.Count) files, $([math]::Round(($files \| Measure-Object Size -Sum).Sum/1GB,1)) GB total"

	foreach ($f in ($files \| Sort-Object Name)) {
	$local = Join-Path $dest $f.Name
	$attempt = 0
	while ($true) {
	$attempt++
	if ((Test-Path $local) -and ((Get-Item $local).Length -eq $f.Size)) {
	$h = (Get-FileHash -Algorithm SHA256 $local).Hash.ToLower()
	if ($h -eq $f.Sha) { Log "OK $($f.Name) ($([math]::Round($f.Size/1MB)) MB)"; break }
	Log "sha mismatch on $($f.Name), re-pulling"
	}
	if ($attempt -gt 4) { Log "FAILED $($f.Name) after $attempt attempts"; break }
	$t = [Diagnostics.Stopwatch]::StartNew()
	scp -q -o ServerAliveInterval=15 -o ServerAliveCountMax=4 "${node}:$RemoteRoot/checkpoints/$Stage/$($f.Name)" "$local" 2>$null
	$t.Stop()
	if ($LASTEXITCODE -ne 0) { Log "scp exit $LASTEXITCODE on $($f.Name) (attempt $attempt), retrying"; Start-Sleep 10 }
	else { Log "pulled $($f.Name) in $([math]::Round($t.Elapsed.TotalMinutes,1)) min" }
	}
	}

	$bad = @()
	foreach ($f in $files) {
	$local = Join-Path $dest $f.Name
	if (-not (Test-Path $local) -or (Get-Item $local).Length -ne $f.Size -or (Get-FileHash -Algorithm SHA256 $local).Hash.ToLower() -ne $f.Sha) { $bad += $f.Name }
	}
	if ($bad.Count -eq 0) {
	Set-Content "$dest\.mirrored" (Get-Date -Format o)
	Log "$Stage fully mirrored and verified"
	} else { Log "VERIFY FAILED: $($bad -join ', ')" }

	scp -q "${node}:$RemoteRoot/ntk_controllers/*" "$LocalRoot\ntk_controllers\" 2>$null
	scp -q "${node}:$RemoteRoot/logs/*.log" "$LocalRoot\cloud_logs\" 2>$null
	Log "controllers and logs refreshed"