Text Classification
PEFT
Safetensors
Transformers
lora
unsloth
agentgate
ai-agents
security
prompt-injection
decision-model
Instructions to use codeload/agentgate-qwen-0.8b with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use codeload/agentgate-qwen-0.8b with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("unsloth/Qwen3.5-0.8B") model = PeftModel.from_pretrained(base_model, "codeload/agentgate-qwen-0.8b") - Transformers
How to use codeload/agentgate-qwen-0.8b with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="codeload/agentgate-qwen-0.8b")# pip install -U transformers accelerate # Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("codeload/agentgate-qwen-0.8b", device_map="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- Unsloth Desktop
|
Download benchmark_graph.svg from codeload/agentgate-qwen-0.8b: direct link, hf CLI and curl.
- Browser
- Download file 14.5 kB
-
https://huggingface.co/codeload/agentgate-qwen-0.8b/resolve/main/benchmark_graph.svg
- Command line
-
hf download hf://codeload/agentgate-qwen-0.8b/benchmark_graph.svg
-
curl -L -o benchmark_graph.svg https://huggingface.co/codeload/agentgate-qwen-0.8b/resolve/main/benchmark_graph.svg
14.5 kB
| <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 980 520" width="100%" height="100%"> | |
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| <stop offset="50%" stop-color="#0f172a"/> | |
| <stop offset="100%" stop-color="#090d16"/> | |
| </linearGradient> | |
| <!-- AgentGate Area Glow Gradient --> | |
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| <stop offset="100%" stop-color="#10b981" stop-opacity="0.0"/> | |
| </linearGradient> | |
| <!-- Line Gradients --> | |
| <linearGradient id="lineAgentGate" x1="0%" y1="0%" x2="100%" y2="0%"> | |
| <stop offset="0%" stop-color="#34d399"/> | |
| <stop offset="100%" stop-color="#10b981"/> | |
| </linearGradient> | |
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| </linearGradient> | |
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| </linearGradient> | |
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| .title { font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, sans-serif; font-size: 19px; font-weight: 800; fill: #f8fafc; letter-spacing: -0.3px; } | |
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| <!-- Outer Card Frame --> | |
| <rect width="980" height="520" rx="16" fill="url(#bgGrad)" stroke="#1e293b" stroke-width="1.5"/> | |
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| <circle cx="10" cy="10" r="10" fill="#10b981" opacity="0.2"/> | |
| <circle cx="10" cy="10" r="4.5" fill="#10b981"/> | |
| <text x="30" y="15" class="title">p95 Latency vs. Concurrent Request Load</text> | |
| <text x="30" y="34" class="subtitle">Tool authorization overhead under scaling multi-agent traffic (single forward pass vs autoregressive generation)</text> | |
| <!-- Budget Badge --> | |
| <g transform="translate(730, -2)"> | |
| <rect width="170" height="26" class="badge-bg"/> | |
| <text x="85" y="17" class="badge-text" text-anchor="middle">⚡ Budget: < 50ms</text> | |
| </g> | |
| </g> | |
| <!-- Interactive Legend Bar --> | |
| <g transform="translate(40, 88)"> | |
| <!-- 1. AgentGate --> | |
| <g transform="translate(0, 0)"> | |
| <circle cx="6" cy="6" r="5" fill="#10b981"/> | |
| <text x="18" y="10" class="legend-name">AgentGate (0.8B Clef)</text> | |
| <text x="172" y="10" class="legend-val" fill="#10b981">~38ms</text> | |
| </g> | |
| <!-- 2. Llama Guard 3 --> | |
| <g transform="translate(235, 0)"> | |
| <circle cx="6" cy="6" r="5" fill="#818cf8"/> | |
| <text x="18" y="10" class="legend-name">Llama Guard 3 (1B vLLM)</text> | |
| <text x="175" y="10" class="legend-val" fill="#818cf8">285ms+</text> | |
| </g> | |
| <!-- 3. Claude 3.5 Haiku --> | |
| <g transform="translate(480, 0)"> | |
| <circle cx="6" cy="6" r="5" fill="#f59e0b"/> | |
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| <text x="165" y="10" class="legend-val" fill="#f59e0b">1,150ms+</text> | |
| </g> | |
| <!-- 4. GPT-4o-mini --> | |
| <g transform="translate(710, 0)"> | |
| <circle cx="6" cy="6" r="5" fill="#f43f5e"/> | |
| <text x="18" y="10" class="legend-name">GPT-4o-mini (API)</text> | |
| <text x="140" y="10" class="legend-val" fill="#f43f5e">1,420ms+</text> | |
| </g> | |
| </g> | |
| <!-- ==================== PLOT COORDINATE SYSTEM ==================== --> | |
| <!-- Left Axis X = 100, Right Plot Limit X = 840, Y Base = 430, Y Top = 150 --> | |
| <!-- Height = 280px for 2500ms range -> Scale: 0.112 px/ms. Y = 430 - (ms * 0.112) --> | |
| <!-- X Coordinates: | |
| 1 req = 130 | |
| 10 reqs = 250 | |
| 25 reqs = 390 | |
| 50 reqs = 530 | |
| 75 reqs = 670 | |
| 100 reqs= 810 | |
| --> | |
| <!-- Horizontal Grid Lines & Y Axis Labels --> | |
| <!-- 2500ms -> Y = 150 --> | |
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| <text x="86" y="154" class="axis-label" text-anchor="end">2500ms</text> | |
| <!-- 2000ms -> Y = 206 --> | |
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| <text x="86" y="210" class="axis-label" text-anchor="end">2000ms</text> | |
| <!-- 1500ms -> Y = 262 --> | |
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| <text x="86" y="266" class="axis-label" text-anchor="end">1500ms</text> | |
| <!-- 1000ms -> Y = 318 --> | |
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| <text x="86" y="322" class="axis-label" text-anchor="end">1000ms</text> | |
| <!-- 500ms -> Y = 374 --> | |
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| <text x="86" y="378" class="axis-label" text-anchor="end">500ms</text> | |
| <!-- 0ms -> Y = 430 (Base Line) --> | |
| <line x1="100" y1="430" x2="840" y2="430" stroke="#334155" stroke-width="1.5"/> | |
| <text x="86" y="434" class="axis-label" text-anchor="end">0ms</text> | |
| <!-- Y Axis Boundary --> | |
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| <!-- Vertical Grid Lines & X Axis Ticks --> | |
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| <!-- 1 req --> | |
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| <!-- 10 reqs --> | |
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| <!-- 25 reqs --> | |
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| <!-- 50 reqs --> | |
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| <line x1="530" y1="430" x2="530" y2="436" stroke="#64748b" stroke-width="1.5"/> | |
| <text x="530" y="455">50 reqs</text> | |
| <!-- 75 reqs --> | |
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| <line x1="670" y1="430" x2="670" y2="436" stroke="#64748b" stroke-width="1.5"/> | |
| <text x="670" y="455">75 reqs</text> | |
| <!-- 100 reqs --> | |
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| <text x="810" y="455">100 reqs</text> | |
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| <!-- ================= LINE 4: GPT-4o-mini (API) [RED / ROSE] ================= --> | |
| <!-- 130: 1420ms -> Y = 430 - 159.0 = 271.0 | |
| 250: 1480ms -> Y = 430 - 165.8 = 264.2 | |
| 390: 1650ms -> Y = 430 - 184.8 = 245.2 | |
| 530: 1900ms -> Y = 430 - 212.8 = 217.2 | |
| 670: 2200ms -> Y = 430 - 246.4 = 183.6 | |
| 810: 2480ms -> Y = 430 - 277.8 = 152.2 | |
| --> | |
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| fill="none" stroke="url(#lineGpt)" stroke-width="3" stroke-linecap="round" filter="url(#glowRed)"/> | |
| <!-- ================= LINE 3: Claude 3.5 Haiku (API) [AMBER / ORANGE] ================= --> | |
| <!-- 130: 1150ms -> Y = 430 - 128.8 = 301.2 | |
| 250: 1220ms -> Y = 430 - 136.6 = 293.4 | |
| 390: 1380ms -> Y = 430 - 154.6 = 275.4 | |
| 530: 1620ms -> Y = 430 - 181.4 = 248.6 | |
| 670: 1880ms -> Y = 430 - 210.6 = 219.4 | |
| 810: 2150ms -> Y = 430 - 240.8 = 189.2 | |
| --> | |
| <path d="M 130 301.2 C 190 297, 210 294, 250 293.4 C 310 285, 340 280, 390 275.4 C 455 264, 485 253, 530 248.6 C 595 233, 625 225, 670 219.4 C 730 207, 760 196, 810 189.2" | |
| fill="none" stroke="url(#lineClaude)" stroke-width="3" stroke-linecap="round" filter="url(#glowOrange)"/> | |
| <!-- ================= LINE 2: Llama Guard 3 1B (vLLM) [INDIGO / PURPLE] ================= --> | |
| <!-- 130: 285ms -> Y = 430 - 31.9 = 398.1 | |
| 250: 340ms -> Y = 430 - 38.1 = 391.9 | |
| 390: 510ms -> Y = 430 - 57.1 = 372.9 | |
| 530: 740ms -> Y = 430 - 82.9 = 347.1 | |
| 670: 1040ms -> Y = 430 - 116.5 = 313.5 | |
| 810: 1350ms -> Y = 430 - 151.2 = 278.8 | |
| --> | |
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| fill="none" stroke="url(#lineLlama)" stroke-width="3" stroke-linecap="round" filter="url(#glowPurple)"/> | |
| <!-- ================= LINE 1: AgentGate Qwen 0.8B [EMERALD GREEN] ================= --> | |
| <!-- 130: 32ms -> Y = 430 - 3.6 = 426.4 | |
| 250: 34ms -> Y = 430 - 3.8 = 426.2 | |
| 390: 38ms -> Y = 430 - 4.3 = 425.7 | |
| 530: 44ms -> Y = 430 - 4.9 = 425.1 | |
| 670: 51ms -> Y = 430 - 5.7 = 424.3 | |
| 810: 58ms -> Y = 430 - 6.5 = 423.5 | |
| --> | |
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| fill="none" stroke="url(#lineAgentGate)" stroke-width="3.5" stroke-linecap="round" filter="url(#glowGreen)"/> | |
| <!-- Data Point Markers (Dots) --> | |
| <!-- GPT Dots --> | |
| <circle cx="130" cy="271.0" r="4" fill="#fb7185" stroke="#090d16" stroke-width="1.5"/> | |
| <circle cx="390" cy="245.2" r="4" fill="#fb7185" stroke="#090d16" stroke-width="1.5"/> | |
| <circle cx="810" cy="152.2" r="4.5" fill="#fb7185" stroke="#090d16" stroke-width="1.5"/> | |
| <text x="825" y="156" class="point-tag" fill="#fb7185">2,480ms</text> | |
| <!-- Claude Dots --> | |
| <circle cx="130" cy="301.2" r="4" fill="#f59e0b" stroke="#090d16" stroke-width="1.5"/> | |
| <circle cx="390" cy="275.4" r="4" fill="#f59e0b" stroke="#090d16" stroke-width="1.5"/> | |
| <circle cx="810" cy="189.2" r="4.5" fill="#f59e0b" stroke="#090d16" stroke-width="1.5"/> | |
| <text x="825" y="193" class="point-tag" fill="#f59e0b">2,150ms</text> | |
| <!-- Llama Guard Dots --> | |
| <circle cx="130" cy="398.1" r="4" fill="#818cf8" stroke="#090d16" stroke-width="1.5"/> | |
| <circle cx="390" cy="372.9" r="4" fill="#818cf8" stroke="#090d16" stroke-width="1.5"/> | |
| <circle cx="810" cy="278.8" r="4.5" fill="#818cf8" stroke="#090d16" stroke-width="1.5"/> | |
| <text x="825" y="282" class="point-tag" fill="#818cf8">1,350ms</text> | |
| <!-- AgentGate Dots --> | |
| <circle cx="130" cy="426.4" r="4.5" fill="#34d399" stroke="#090d16" stroke-width="1.5"/> | |
| <circle cx="250" cy="426.2" r="4.5" fill="#34d399" stroke="#090d16" stroke-width="1.5"/> | |
| <circle cx="390" cy="425.7" r="4.5" fill="#34d399" stroke="#090d16" stroke-width="1.5"/> | |
| <circle cx="530" cy="425.1" r="4.5" fill="#34d399" stroke="#090d16" stroke-width="1.5"/> | |
| <circle cx="670" cy="424.3" r="4.5" fill="#34d399" stroke="#090d16" stroke-width="1.5"/> | |
| <circle cx="810" cy="423.5" r="5.5" fill="#10b981" stroke="#090d16" stroke-width="2"/> | |
| <text x="825" y="426" class="point-tag" fill="#10b981">58ms</text> | |
| <!-- Callout Card: AgentGate Sub-40ms Flatline --> | |
| <g transform="translate(340, 348)"> | |
| <rect width="216" height="52" rx="8" fill="#064e3b" fill-opacity="0.85" stroke="#10b981" stroke-width="1.2"/> | |
| <text x="14" y="21" class="callout-title" fill="#34d399">⚡ Sub-40ms Baseline Flatline</text> | |
| <text x="14" y="37" class="callout-sub">Single Forward Pass • 0 KV-Cache</text> | |
| <path d="M 108 52 L 108 65" stroke="#10b981" stroke-width="1.5" stroke-dasharray="2 2"/> | |
| <polygon points="105,65 111,65 108,70" fill="#10b981"/> | |
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| <g transform="translate(530, 140)"> | |
| <rect width="210" height="46" rx="8" fill="#1e1b4b" fill-opacity="0.88" stroke="#6366f1" stroke-width="1"/> | |
| <text x="12" y="19" class="callout-title" fill="#a5b4fc">Sequential Token Decoding</text> | |
| <text x="12" y="34" class="callout-sub">KV-cache memory bloat under load</text> | |
| </g> | |
| <!-- X Axis Title --> | |
| <text x="470" y="492" class="axis-label" text-anchor="middle" fill="#94a3b8" font-size="12px">Concurrent Tool Calls from Agent Fleet (Load) →</text> | |
| </svg> |