GLM-4-9B-0414 on RTX 3060: Fits (Sep 2026)

Conditional memory judgement for one configuration. Change context, quant, or engine and the conclusion can change. Configuration used on this page: GGUF Q6_K (Unsloth), 8,192 cached tokens, 1 sequence, engine llama.cpp. Status: Likely fits. Software: Not verified..

Likely fitsNot verifiedThis result is an estimate, not a measured trace.

Verdict on GeForce RTX 3060 12GB (desktop)

Yes, run Q6_K. The calculator puts it at 8.1 GiB–8.7 GiB at 8,192 tokens, inside 11.0 GiB of usable VRAM (after the driver reserve). Q8_0 is the next step up and does not clear the bar (9.8 GiB–10.3 GiB).

With Q6_K, the longest context that still counts as a fit is about 32,768 tokens (the model's full 32,768-token window), one sequence, fp16 KV cache.

Published GGUF quants for GLM-4-9B-0414 on GeForce RTX 3060 12GB (desktop) at 8,192 tokens
GGUF quant	File weights	KV cache	Estimated total	Verdict
Q8_0	9.3 GiB	0.3 GiB	9.8 GiB–10.3 GiB	Tight
Q6_K (recommended)	7.7 GiB	0.3 GiB	8.1 GiB–8.7 GiB	Fits
Q5_K_M	6.6 GiB	0.3 GiB	7.0 GiB–7.5 GiB	Comfortable
Q4_K_M	5.7 GiB	0.3 GiB	6.2 GiB–6.7 GiB	Comfortable

Engine llama.cpp, one sequence, fp16 KV. File weights are the published GGUF sizes in the catalog. Totals come from the same calculator that powers the tool below; they are estimates, not a measurement of this setup.

Fixed page configuration

GGUF Q6_K needs 8.1 GiB-8.7 GiB at 8,192 tokens against 11.00 GiB net on GeForce RTX 3060 12GB (desktop). Q8_0 is tight or over budget.

ModelGLM-4-9B-0414
HardwareGeForce RTX 3060 12GB (desktop)
QuantizationGGUF Q6_K (Unsloth)
Context length (cached tokens)8,192
Enginellama.cpp
Concurrent sequences1
KV cache typefp16

Technical identifiers and share data

Modelglm-4-9b-0414
Hardwarenvidia-geforce-rtx-3060-12gb-desktop
Quantizationgguf-q6_k
Share fragment for this identityv2.eyJzY2hlbWFWZXJzaW9uIjoyLCJjYWxjdWxhdG9yVmVyc2lvbiI6IjAuMy4wIiwiZGF0YXNldFZlcnNpb24iOiIyMDI2LTEwLTAyLjEiLCJjb25maWciOnsibW9kZWxJZCI6ImdsbS00LTliLTA0MTQiLCJoYXJkd2FyZUlkIjoibnZpZGlhLWdlZm9yY2UtcnR4LTMwNjAtMTJnYi1kZXNrdG9wIiwiZGV2aWNlQ291bnQiOjEsInF1YW50aXphdGlvbklkIjoiZ2d1Zi1xNl9rIiwiY29udGV4dFRva2VucyI6ODE5MiwiY29uY3VycmVudFNlcXVlbmNlcyI6MSwiZW5naW5lIjoibGxhbWEuY3BwIiwia3ZUeXBlIjoiZnAxNiJ9fQ

Memory breakdown

Weight artifact: 7.70 GiB (8,266,643,296 bytes)
Raw KV cache: 0.31 GiB (335,544,320 bytes)
Engine extras / workspace: 0.13 GiB–0.68 GiB
Total estimated demand: 8.14 GiB–8.69 GiB
Net calculator budget: 11.00 GiB
OS / display reserve: 1.00 GiB
Remaining vs net budget: 2.31 GiB–2.86 GiB

8.69 GiB high estimate vs 11.00 GiB net

Enough memory does not mean this engine, quant, and OS will run. Support does not mean it will be fast.

Other published files on this device

Same model, device and context (8,192 tokens, 1 sequence, FP16 KV). Each row is one published weight-file set with its usual engine, sorted by memory.

Quantization	Engine	Estimated memory	Fit
BF16 safetensors	`vllm`	18.45 GiB–20.33 GiB	Does not fit
GGUF Q8_0 (Unsloth)	`llama.cpp`	9.75 GiB–10.33 GiB	Tight fit
GGUF Q6_K (Unsloth) This page	`llama.cpp`	8.14 GiB–8.69 GiB	Fits
GGUF Q5_K_M (Unsloth)	`llama.cpp`	7.00 GiB–7.53 GiB	Runs comfortably
GGUF Q4_K_M (Unsloth)	`llama.cpp`	6.18 GiB–6.69 GiB	Runs comfortably

Assumptions that affect this result

Requested context is within the recorded native window of 32768 tokens.
Full-resident weight estimates use total parameters, including inactive MoE experts.
Weight bytes come from the selected weight files only, not from every file in the repository.
Download file size is not peak GPU memory. Runtime layout, allocator padding, and KV are extra.
Counted files: GLM-4-9B-0414-Q6_K.gguf.
Context budget is the number of cached tokens per sequence (prompt plus reserved generation).
Concurrent sequences share one model replica; weights are not multiplied by sequence count.
KV dtype is independent of weight quantization unless you change it.

Open this combo in the calculator KV Cache

Sources

GLM-4-9B-0414 model card
config.json — revision 645b8482494e31b6b752272bf7f7f273ef0f3caf
safetensors index — metadata.total_size=18800558080
Artifact repo unsloth/GLM-4-9B-0414-GGUF
NVIDIA GeForce RTX 3060 Family specs — Standard Memory Config 12 GB GDDR6 / 8 GB GDDR6 — this record is the 12 GB SKU only (192-bit).

Calculator

This combo page keeps the route model and device. Customize to change them on the main calculator; the share then keeps that identity.

Loading catalog snapshot…

Choose a model first, then check a device.

Model

Show historical models

Quantization

Device type

Hardware

Workload

Context length primarily affects KV cache memory.

Advanced settings

Runtime

Engine and KV cache type for this estimate.

EngineKV cache typeRecurrent / conv state dtype Include theoretical estimates (expert) Allow a substitute if the filter has no match

Workload

Overhead scenario and the prefill workspace.

Overhead scenario Include heavier prefill workspace

Topology

How the model is split across devices. Memory is not added together.

DeploymentIntra-replica splitDevice count

Replica count is an advanced deployment option. Quantity is nodes or GPUs, not replicas.

Replica groupsDevices per replica

Budget

System reserve and safety margin. An empty number keeps the previous value.

System / display reserve

GiB (2^30 bytes)

Budget already excludes system reserveExtra safety margin

Custom bits per weightDisplay unit

Custom model

Import a config or type the architecture. Nothing is scanned until you import.

Import local config.json

Parsed in the browser. The file is not uploaded.

Public Hugging Face repoRevision

Only huggingface.co, config.json, no token. Private repos are rejected.

Total parametersActive parametersLayersQuery headsKV headsHead dimension

Search or pick a catalog checkpoint to see memory demand.

Search or pick a catalog checkpoint to see memory demand.

GLM-4-9B-0414 on RTX 3060: Fits (Sep 2026)

Verdict on GeForce RTX 3060 12GB (desktop)

Fixed page configuration

Memory breakdown

Other published files on this device

Assumptions that affect this result

Related pages

Sources

Calculator