feat(infra): AMD/ROCm resource probe for the VRAM gauge

The resource gauge was NVIDIA-only — on an AMD/ROCm box Main fell back to
UnavailableProbe, so the TUI showed no VRAM. Add AmdResourceProbe backed
by `rocm-smi --showmeminfo vram --showuse --csv`: it skips the warning
preamble, locates the header by column name (order/version tolerant), and
converts the byte VRAM figures to MiB. Process RSS reuses /proc/<pid>/status
(only populated for a managed-model pid). Main now selects NVIDIA → AMD →
Unavailable. Tests cover the real ROCm 4.0 CSV + reordered columns.
This commit is contained in:
2026-06-03 01:52:51 +04:00
parent c63929d79f
commit 00b08660bd
3 changed files with 176 additions and 4 deletions
@@ -55,6 +55,7 @@ import com.correx.infrastructure.InfrastructureModule
import com.correx.infrastructure.inference.DefaultProviderRegistry
import com.correx.infrastructure.inference.FirstAvailableRoutingStrategy
import com.correx.infrastructure.inference.commons.ManagedInferenceRouter
import com.correx.infrastructure.inference.commons.AmdResourceProbe
import com.correx.infrastructure.inference.commons.NvidiaResourceProbe
import com.correx.infrastructure.inference.commons.ResourceProbe
import com.correx.infrastructure.inference.commons.UnavailableProbe
@@ -122,10 +123,12 @@ fun main() {
val managedRouter = ManagedInferenceRouter(modelManager, descriptors, targetModelConfig.id)
inferenceRouter = managedRouter
modelSwapper = managedRouter
resourceProbe = if (NvidiaResourceProbe.isAvailable()) {
resourceProbe = when {
NvidiaResourceProbe.isAvailable() ->
NvidiaResourceProbe(pidSupplier = { modelManager.currentPid() })
} else {
UnavailableProbe
AmdResourceProbe.isAvailable() ->
AmdResourceProbe(pidSupplier = { modelManager.currentPid() })
else -> UnavailableProbe
}
// Shutdown hook to kill the managed llama-server
Runtime.getRuntime().addShutdownHook(Thread {
@@ -0,0 +1,100 @@
package com.correx.infrastructure.inference.commons
import org.slf4j.LoggerFactory
import java.io.File
private val log = LoggerFactory.getLogger("AmdResourceProbe")
/**
* [ResourceProbe] backed by `rocm-smi --showmeminfo vram --showuse --csv` for AMD GPU stats and
* `/proc/<pid>/status` for the managed model process RSS. Both reads fail soft to null, so a
* missing `rocm-smi`, a non-AMD host, or a dead pid never throws.
*
* `rocm-smi` prefixes its CSV with warning/blank lines, and the column order/names vary between
* ROCm versions — so the parser locates the header by its column names rather than by position.
* VRAM figures are reported in bytes and converted to MiB to match [GpuStatus].
*
* The command runner and RSS read are injectable so the parsing is unit-testable without a GPU.
*
* @param pidSupplier returns the managed `llama-server` pid, or null when no model is resident.
* @param rocmSmiRunner returns raw `rocm-smi --csv` stdout, or null when unavailable.
* @param rssReader returns the RSS in bytes for a pid, or null when unreadable.
*/
class AmdResourceProbe(
private val pidSupplier: () -> Long?,
private val rocmSmiRunner: () -> String? = ::runRocmSmi,
private val rssReader: (Long) -> Long? = ::readRssBytes,
) : ResourceProbe {
override fun probe(): ResourceSnapshot {
val gpu = rocmSmiRunner()?.let { parseGpu(it) }
val rss = pidSupplier()?.let { rssReader(it) }
return ResourceSnapshot(gpu = gpu, processRssBytes = rss)
}
companion object {
private val QUERY = listOf(
"rocm-smi", "--showmeminfo", "vram", "--showuse", "--csv",
)
private const val BYTES_PER_MB = 1024L * 1024L
private const val BYTES_PER_KB = 1024L
/**
* Parses `rocm-smi --csv` output. Skips the warning/blank preamble, finds the header by its
* column names (so column order and version differences don't matter), reads the first card
* row, and converts the byte VRAM figures to MiB. Returns null on any shape mismatch so the
* caller surfaces "unavailable" rather than partial data.
*
* Example input (AMD GPU in low-power state warning elided):
* ```
* device,GPU use (%),VRAM Total Memory (B),VRAM Total Used Memory (B)
* card0,2,17163091968,12186726400
* ```
*/
fun parseGpu(csv: String): GpuStatus? = runCatching {
val lines = csv.lineSequence().map { it.trim() }.filter { it.isNotEmpty() }.toList()
val headerIdx = lines.indexOfFirst {
it.startsWith("device,") && it.contains("VRAM Total", ignoreCase = true)
}
require(headerIdx >= 0 && headerIdx + 1 < lines.size)
val header = lines[headerIdx].split(',').map { it.trim() }
val row = lines[headerIdx + 1].split(',').map { it.trim() }
val usedCol = header.indexOfFirst { it.contains("VRAM", true) && it.contains("Used", true) }
val totalCol = header.indexOfFirst { it.contains("VRAM", true) && it.contains("Total Memory", true) }
val useCol = header.indexOfFirst { it.contains("use (%)", true) }
require(usedCol >= 0 && totalCol >= 0)
val util = useCol.takeIf { it >= 0 }?.let { row.getOrNull(it)?.toIntOrNull() } ?: 0
GpuStatus(
memoryUsedMb = row[usedCol].toLong() / BYTES_PER_MB,
memoryTotalMb = row[totalCol].toLong() / BYTES_PER_MB,
utilizationPct = util,
)
}.getOrNull()
/** True if `rocm-smi` runs successfully — used to pick the probe at boot. */
fun isAvailable(): Boolean = runCatching {
val proc = ProcessBuilder("rocm-smi", "--showid")
.redirectErrorStream(true)
.start()
proc.waitFor() == 0
}.getOrElse { false }
private fun runRocmSmi(): String? = runCatching {
val proc = ProcessBuilder(QUERY).redirectErrorStream(true).start()
val out = proc.inputStream.bufferedReader().readText()
if (proc.waitFor() == 0) out else null
}.onFailure { log.debug("rocm-smi query failed: {}", it.message) }.getOrNull()
private fun readRssBytes(pid: Long): Long? = runCatching {
val statusFile = File("/proc/$pid/status")
if (!statusFile.exists()) return null
val vmRss = statusFile.readLines().firstOrNull { it.startsWith("VmRSS:") } ?: return null
// Format: "VmRSS:\t 12345 kB"
val kb = vmRss.removePrefix("VmRSS:").trim().substringBefore(' ').toLongOrNull() ?: return null
kb * BYTES_PER_KB
}.onFailure { log.debug("RSS read failed for pid {}: {}", pid, it.message) }.getOrNull()
}
}
@@ -0,0 +1,69 @@
package com.correx.testing.contracts.model.inference
import com.correx.infrastructure.inference.commons.AmdResourceProbe
import org.junit.jupiter.api.Assertions.assertEquals
import org.junit.jupiter.api.Assertions.assertNull
import org.junit.jupiter.api.Test
class AmdResourceProbeTest {
// Real `rocm-smi --showmeminfo vram --showuse --csv` output (ROCm 4.0.0 / lib 7.8.0),
// including the low-power warning + blank line that precede the CSV.
private val realCsv = """
WARNING: AMD GPU device(s) is/are in a low-power state. Check power control/runtime_status
device,GPU use (%),VRAM Total Memory (B),VRAM Total Used Memory (B)
card0,2,17163091968,12186726400
""".trimIndent()
@Test
fun `parses real rocm-smi csv, converting bytes to MiB`() {
val gpu = AmdResourceProbe.parseGpu(realCsv)
assertEquals(16368L, gpu?.memoryTotalMb) // 17163091968 B / 1 MiB
assertEquals(11622L, gpu?.memoryUsedMb) // 12186726400 B / 1 MiB
assertEquals(2, gpu?.utilizationPct)
}
@Test
fun `tolerates reordered columns by matching header names`() {
val reordered = """
device,VRAM Total Used Memory (B),VRAM Total Memory (B),GPU use (%)
card0,12186726400,17163091968,2
""".trimIndent()
val gpu = AmdResourceProbe.parseGpu(reordered)
assertEquals(16368L, gpu?.memoryTotalMb)
assertEquals(11622L, gpu?.memoryUsedMb)
assertEquals(2, gpu?.utilizationPct)
}
@Test
fun `returns null when header or data is missing`() {
assertNull(AmdResourceProbe.parseGpu(""))
assertNull(AmdResourceProbe.parseGpu("WARNING: something\n\n"))
assertNull(AmdResourceProbe.parseGpu("device,GPU use (%),VRAM Total Memory (B),VRAM Total Used Memory (B)"))
}
@Test
fun `probe combines gpu csv and rss reader`() {
val probe = AmdResourceProbe(
pidSupplier = { 4242L },
rocmSmiRunner = { realCsv },
rssReader = { pid -> if (pid == 4242L) 2_097_152L else null },
)
val snapshot = probe.probe()
assertEquals(11622L, snapshot.gpu?.memoryUsedMb)
assertEquals(2_097_152L, snapshot.processRssBytes)
}
@Test
fun `probe reports gpu unavailable when rocm-smi yields null`() {
val probe = AmdResourceProbe(
pidSupplier = { null },
rocmSmiRunner = { null },
rssReader = { error("must not be called when pid is null") },
)
val snapshot = probe.probe()
assertNull(snapshot.gpu)
assertNull(snapshot.processRssBytes)
}
}