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The GTX 1070 Ti is Pascal CC 6.1; validate an actual AIB board and legacy software path rather than assuming current vLLM support.
A board example is not every AIB specification
The GTX 1070 Ti has 8 GB GDDR5 and Pascal architecture. The table uses MSI’s official GAMING 8G specification at 180 W. This identifies a particular implementation rather than every partner board. The ordinary GTX 1070 is another model despite equal capacity. Memory is per GPU. Preserve AIB identity, driver and VRAM baseline for an existing Ti. Historical gaming comparisons are not current inference benchmarks. A server worker needs its own input files, verified software path and supply and cooling conditions for the installed board. Keep source identity with each specification field.
| Official variant | Memory per GPU | Memory type | Board power | Evidence |
|---|---|---|---|---|
| NVIDIA GeForce GTX 1070 Ti — MSI GAMING 8G example | 8 GB | GDDR5 | 180 W | Specification |
Establish a verified legacy inference path
NVIDIA lists CC 6.1, below the current vLLM minimum of 7.5, so standard CUDA backend support is not claimed. Investigate llama.cpp CUDA with exact commit, target and GGUF. CUDA 13 removal of pre-7.5 offline compilation requires a compatible legacy build, such as suitable CUDA 12 and a supported driver. This guarantees no arbitrary kernel. Record context, output, layers and CPU/RAM on the Ti. CPU fallback alone receives another status. A weight file fitting proves neither KV cache headroom nor support for an operation requiring another architecture feature. Validate completion on the actual path.
Accept Cycles under its conditions
Blender 5.2 specifies CUDA CC 5.0 and OptiX conditions including driver 575 or newer. Pascal clears the general floor, while build and detection need an actual job. The 1070 Ti has no RTX RT cores, which does not automatically prohibit every OptiX path. Preserve scene, backend and assets, then inspect image and memory. Separate host involvement from local fit. Another renderer requires its own documentation. Missing textures concern packaging rather than insufficient 8 GB. Unsupported operations require checking release and features independently of scene size. Keep the diagnostic cause rather than only a failed flag.
Bind installation to the AIB source
The manifest contains board source, dimensions, connectors, cooling and software versions. The selected MSI design’s 180 W is neither host power nor LLM energy. Verify these fields again for another AIB card. Binary or driver updates run the saved bounded corpus rather than automatically inheriting success. Confirm memory ownership completion before handing the GPU to another queue. Account for CPU/RAM during offload in admission. Normal diagnosis requires neither forced clocks nor disabled protections: first establish what is installed and which supported software route actually performs the work. Preserve that evidence before changing operating conditions.
Preserve implementation-specific acceptance
The package contains the MSI source or actual alternative board source, inventory, model/scene manifests, target and results. Correct inventory first if its source concerns another AIB. Missing device code points to build, while memory pressure points to workload budget. The decision defines a useful GTX 1070 Ti role in one legacy environment. It promises neither current vLLM nor known TPS, arbitrary checkpoint fit or identical behavior across every 8 GB Ti. Associating each field with primary evidence makes acceptance reproducible while retaining unknowns that cannot be filled from a model name. Keep those limits with the result.
Build llama.cpp CUDA binaries for multiple GPU architectures · GPU, CPU and server energy: where measurement boundaries lie · GPU catalog