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 /launch_node.ps1

Mentors4EDU

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

4b08de9 verified 1 day ago

Raw History Blame Contribute Delete

3.18 kB

param(
    [string]$Region = "nyc2",
    [string]$Size = "gpu-mi325x8-2048gb",
    [string]$Image = "gpu-amd-base",
    [string]$Name = "riemann-node",
    [Parameter(Mandatory = $true)][string]$SshKeyName,
    [Parameter(Mandatory = $true)][string]$StagingRepo,
    [switch]$StopAfterStage2
)
$ErrorActionPreference = "Stop"
$proj = Split-Path -Parent $PSScriptRoot
$sessionFiles = "$env:RIEMANN_ROOT\cloud_state"
New-Item -ItemType Directory -Force -Path $sessionFiles | Out-Null

$existing = doctl compute droplet list --format ID,Name,PublicIPv4,Status --no-header | Where-Object { $_ -match "\b$Name\b" }
if ($existing) {
    Write-Host "Droplet already exists: $existing"
    $ip = ($existing -split '\s+')[2]
} else {
    $keyId = (doctl compute ssh-key list --format ID,Name --no-header | Where-Object { $_ -match $SshKeyName } | ForEach-Object { ($_ -split '\s+')[0] })
    if (-not $keyId) { throw "SSH key '$SshKeyName' not found on the account" }
    Write-Host "Creating $Size in $Region with image $Image ..."
    doctl compute droplet create $Name --region $Region --size $Size --image $Image --ssh-keys $keyId --wait --format ID,Name,PublicIPv4,Status | Out-Host
    $ip = (doctl compute droplet list --format Name,PublicIPv4 --no-header | Where-Object { $_ -match "\b$Name\b" } | ForEach-Object { ($_ -split '\s+')[1] })
}
Write-Host "Droplet IP: $ip"
Set-Content -Path "$sessionFiles\node_ip.txt" -Value $ip

Write-Host "Waiting for SSH ..."
$deadline = (Get-Date).AddMinutes(10)
do {
    $ok = $false
    try { ssh -o StrictHostKeyChecking=accept-new -o ConnectTimeout=8 -o BatchMode=yes root@$ip "echo ready" 2>$null | Select-String ready | ForEach-Object { $ok = $true } } catch {}
    if (-not $ok) { Start-Sleep 10 }
} while (-not $ok -and (Get-Date) -lt $deadline)
if (-not $ok) { throw "SSH not reachable after 10 minutes" }

Write-Host "Packaging project ..."
$bundle = "$env:TEMP\riemann_bundle.tar.gz"
Push-Location $proj
tar -czf $bundle riemann scripts configs cloud requirements-cuda.txt LICENSE
Pop-Location

Write-Host "Shipping code and HF token ..."
ssh root@$ip "mkdir -p /workspace/riemann ~/.cache/huggingface"
scp -q $bundle root@${ip}:/workspace/riemann_bundle.tar.gz
scp -q "$env:USERPROFILE\.cache\huggingface\token" root@${ip}:~/.cache/huggingface/token
ssh root@$ip "cd /workspace/riemann && tar -xzf /workspace/riemann_bundle.tar.gz && sed -i 's/\r$//' cloud/*.sh cloud/*.py && chmod +x cloud/bootstrap.sh && chmod 600 ~/.cache/huggingface/token && ls"

$stopFlag = if ($StopAfterStage2) { "STOP_AFTER_STAGE2=1" } else { "STOP_AFTER_STAGE2=0" }
Write-Host "Starting bootstrap under nohup ($stopFlag) ..."
ssh root@$ip "cd /workspace/riemann && mkdir -p /workspace/RiemannModel/logs && STAGING_REPO=$StagingRepo $stopFlag nohup bash cloud/bootstrap.sh > /workspace/RiemannModel/logs/bootstrap.log 2>&1 &"
Start-Sleep 5
ssh root@$ip "tail -5 /workspace/RiemannModel/logs/bootstrap.log"
Write-Host ""
Write-Host "Launched. Follow with:  ssh root@$ip tail -f /workspace/RiemannModel/logs/bootstrap.log"
Write-Host "Destroy with:           doctl compute droplet delete $Name --force"

	param(
	[string]$Region = "nyc2",
	[string]$Size = "gpu-mi325x8-2048gb",
	[string]$Image = "gpu-amd-base",
	[string]$Name = "riemann-node",
	[Parameter(Mandatory = $true)][string]$SshKeyName,
	[Parameter(Mandatory = $true)][string]$StagingRepo,
	[switch]$StopAfterStage2
	)
	$ErrorActionPreference = "Stop"
	$proj = Split-Path -Parent $PSScriptRoot
	$sessionFiles = "$env:RIEMANN_ROOT\cloud_state"
	New-Item -ItemType Directory -Force -Path $sessionFiles \| Out-Null

	$existing = doctl compute droplet list --format ID,Name,PublicIPv4,Status --no-header \| Where-Object { $_ -match "\b$Name\b" }
	if ($existing) {
	Write-Host "Droplet already exists: $existing"
	$ip = ($existing -split '\s+')[2]
	} else {
	$keyId = (doctl compute ssh-key list --format ID,Name --no-header \| Where-Object { $_ -match $SshKeyName } \| ForEach-Object { ($_ -split '\s+')[0] })
	if (-not $keyId) { throw "SSH key '$SshKeyName' not found on the account" }
	Write-Host "Creating $Size in $Region with image $Image ..."
	doctl compute droplet create $Name --region $Region --size $Size --image $Image --ssh-keys $keyId --wait --format ID,Name,PublicIPv4,Status \| Out-Host
	$ip = (doctl compute droplet list --format Name,PublicIPv4 --no-header \| Where-Object { $_ -match "\b$Name\b" } \| ForEach-Object { ($_ -split '\s+')[1] })
	}
	Write-Host "Droplet IP: $ip"
	Set-Content -Path "$sessionFiles\node_ip.txt" -Value $ip

	Write-Host "Waiting for SSH ..."
	$deadline = (Get-Date).AddMinutes(10)
	do {
	$ok = $false
	try { ssh -o StrictHostKeyChecking=accept-new -o ConnectTimeout=8 -o BatchMode=yes root@$ip "echo ready" 2>$null \| Select-String ready \| ForEach-Object { $ok = $true } } catch {}
	if (-not $ok) { Start-Sleep 10 }
	} while (-not $ok -and (Get-Date) -lt $deadline)
	if (-not $ok) { throw "SSH not reachable after 10 minutes" }

	Write-Host "Packaging project ..."
	$bundle = "$env:TEMP\riemann_bundle.tar.gz"
	Push-Location $proj
	tar -czf $bundle riemann scripts configs cloud requirements-cuda.txt LICENSE
	Pop-Location

	Write-Host "Shipping code and HF token ..."
	ssh root@$ip "mkdir -p /workspace/riemann ~/.cache/huggingface"
	scp -q $bundle root@${ip}:/workspace/riemann_bundle.tar.gz
	scp -q "$env:USERPROFILE\.cache\huggingface\token" root@${ip}:~/.cache/huggingface/token
	ssh root@$ip "cd /workspace/riemann && tar -xzf /workspace/riemann_bundle.tar.gz && sed -i 's/\r$//' cloud/.sh cloud/.py && chmod +x cloud/bootstrap.sh && chmod 600 ~/.cache/huggingface/token && ls"

	$stopFlag = if ($StopAfterStage2) { "STOP_AFTER_STAGE2=1" } else { "STOP_AFTER_STAGE2=0" }
	Write-Host "Starting bootstrap under nohup ($stopFlag) ..."
	ssh root@$ip "cd /workspace/riemann && mkdir -p /workspace/RiemannModel/logs && STAGING_REPO=$StagingRepo $stopFlag nohup bash cloud/bootstrap.sh > /workspace/RiemannModel/logs/bootstrap.log 2>&1 &"
	Start-Sleep 5
	ssh root@$ip "tail -5 /workspace/RiemannModel/logs/bootstrap.log"
	Write-Host ""
	Write-Host "Launched. Follow with: ssh root@$ip tail -f /workspace/RiemannModel/logs/bootstrap.log"
	Write-Host "Destroy with: doctl compute droplet delete $Name --force"