TechxGenus · StarCoder2
StarCoder2 3B Instruct
StarCoder2 3B Instruct is a 3B code-generation and chat model available through supported Badgr execution routes.
Last validated or meaningfully updated: 2026-07-27
✓ Verified by Badgr
Last verified 2026-10-02
badgr serve TechxGenus/starcoder2-3b-instruct --max-cost 1- Provider
- RunPod
- GPU
- NVIDIA GeForce RTX 3080
- Time to verified
- 269.5s
- Deployment
- dep-b83a7c4439
- ✓ vLLM started
- ✓ 1-token /v1/completions request returned HTTP 200
- ✓ final_state = VERIFIED
- ✓ teardown completed
Raw evidence
verify_command model=TechxGenus/starcoder2-3b-instruct ok=True final_state=VERIFIED failure_class=None provider=runpod providers_tried=1 spend_usd=0.0000 elapsed=269.5s
Run from Badgr's local development environment. Documents that this deployment path works end-to-end for this model.
Availability
✓ Badgr AI API
Available through Badgr
✓ Dedicated endpoint
Available through Badgr
✓ Custom GPU deployment
Available through Badgr
Deployment profile
- Architecture
- Starcoder2ForCausalLM
- Licence
- BigCode OpenRAIL-M
- Minimum VRAM
- ~10GB
- Context
- 16K tokens
Recommended: RTX 4090 24GB. VRAM is an estimate and increases with context, cache, concurrency, and runtime overhead.
Model identity
- Updated
- 2 years ago
- HuggingFace revision
- 5bdeb1b4ff
Popularity and trust
Downloads (last month)
96
Likes
5
Spaces using this model
0
Files and formats
Weight formats
Safetensors
Repository files
13
Tokenizer
BPE
Chat template
Available
GPU deployment scenarios
Estimated from parameter count and quantisation. This model's one verified real run used NVIDIA GeForce RTX 3080, which isn't one of the tiers below.
Testing
RTX 4090 24GB
Short context, low concurrency
Small production
L40S 48GB
8K context, 1-4 concurrent requests
Higher throughput
A100 80GB
32K context, continuous batching
Large production
RTX 4090 24GB
Higher concurrency
Estimated — multimodal inputs, long context, and concurrency all increase real VRAM use beyond this estimate.
Also runs well on L40S 48GB, A100 40GB. Available in United States, Europe.
Serving compatibility
| Runtime | Status | Notes |
|---|---|---|
| vLLM | Verified by Badgr | Confirmed by a real badgr serve run (deployment dep-b83a7c4439) |
| Transformers | Declared by source | Basic fallback |
| llama.cpp | Requires GGUF conversion | No GGUF weights found in repo |
| SGLang | Unknown | Not evaluated |
| TensorRT-LLM | Unknown | Conversion may be required |
| TGI | Unknown | Not evaluated |
Call this model through Badgr
curl https://aibadgr.com/v1/chat/completions \
-H "Authorization: Bearer $BADGR_API_KEY" \
-H "Content-Type: application/json" \
-d '{"model":"TechxGenus/starcoder2-3b-instruct","messages":[{"role":"user","content":"Hello"}]}'Ready-to-run Badgr configurations
Quick test
badgr serve TechxGenus/starcoder2-3b-instruct --max-cost 2Validated dedicated endpoint command
badgr serve TechxGenus/starcoder2-3b-instruct --gpu RTX 4090 --max-cost 10Advanced configuration (defaults to automatic)
- Runtime
- Quantisation
- GPU and GPU count
- Context length
- Maximum concurrency
- Region
- Maximum hourly spend
- Persistent or capped runtime
Estimated pricing
Provider estimate: cold start
2–5 min
Provider estimate: endpoint cost
$0.44 – $0.45/hr
Idle cost
$0 when stopped
Per-token throughput cost is not shown here: Badgr has not benchmarked this model yet, and this page does not display figures it cannot back with real data.
Recommended Badgr routes
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Badgr estimated starting price
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RTX 4090 24GB · United States
Estimatedstarting from $0.45/hr
Badgr estimated starting price
Best for
ComfyUI, Batch Inference, Qwen 2.5 7B Instruct
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Reliability: Standard
Last checked: Live marketplace price not available yet
RTX 4090 24GB · Europe
Estimatedstarting from $0.45/hr
Badgr estimated starting price
Best for
ComfyUI, Batch Inference, Qwen 2.5 7B Instruct
Startup: 2–5 min
Reliability: Standard
Last checked: Live marketplace price not available yet
RTX 4090 24GB · Europe
Estimatedstarting from $0.45/hr
Badgr estimated starting price
Best for
ComfyUI, Batch Inference, Qwen 2.5 7B Instruct
Startup: 2–5 min
Reliability: Standard
Last checked: Live marketplace price not available yet
RTX 4090 24GB · Europe
Estimatedstarting from $0.45/hr
Badgr estimated starting price
Best for
ComfyUI, Batch Inference, Qwen 2.5 7B Instruct
Startup: 2–5 min
Reliability: Standard
Last checked: Live marketplace price not available yet
Known limitations
- Memory use increases with context length and concurrency.