Samtool Supported Models ^new^ -
Note: "SAMtool" is commonly interpreted as a utility or wrapper for the Segment Anything Model (SAM) developed by Meta AI. If you are referring to a different specific software or library (e.g., a bioinformatics tool like SAMtools, or a proprietary industrial tool), please clarify. The following article assumes you are referring to the ecosystem surrounding Meta’s SAM.
Galaxy M & F Series (Emerging Markets)
These are virtually identical to the A-series. SAMTool support is excellent.
- M01 (M015) – Full support
- M11 (M115) – Full support (Qualcomm)
- M12 (M127) – Full support (Exynos 850)
- M21 (M215) – Full support (Exynos 9611)
- M31 (M315) – Full support (Exynos 9611)
- M32 (M325) – Full support (Mediatek G85)
- M33 (M336) – FRP Only (Exynos 1280)
- M42 (M426) – Partial
- M51 (M515) – Full support (Snapdragon 730 – via EDL)
- F12 (F127) – Full support
- F22 (F225) – Full support
- F41 (F415) – Full support
D. Sanger / Capillary
- Support Level: Legacy/Basic.
- Usage: While rarely used for high-throughput now, SAMtools can convert Sanger FASTA/QUAL pairs into SAM/BAM format, preserving the legacy trace data models.
Which Functions Work on Supported Models?
Not all "supported" models unlock the full toolkit. Here is the breakdown of capability levels: samtool supported models
| Function | OLD models (J series, A10, A20, S7) | MID models (A50, A51, M31) | NEW models (A53, A54, S22 Exynos) | | :--- | :--- | :--- | :--- | | FRP Bypass (Google Lock) | ✅ Full (Direct) | ✅ Full (Direct) | ⚠️ Limited (MTP Method) | | Samsung Account Removal | ✅ Full | ✅ Full (With OTG) | ❌ Not possible | | IMEI Repair / Patch Cert | ✅ Full | ✅ Full (Requires Root) | ❌ Blocked by Knox | | Network Unlock | ✅ Full | ⚠️ Temporary only | ❌ Not supported | | Flash Combination File | ✅ Yes | ✅ Yes (Bin 1-4) | ⚠️ Only test firmware | | Remove RMM (Remote Lock) | ✅ Yes | ✅ Yes | ❌ No |
2.2 The MPileup Model
The core of variant calling in SAMtools is the mpileup model. Given a reference genome and aligned reads, it computes: Note: "SAMtool" is commonly interpreted as a utility
- Base Alignment Quality (BAQ) : A sophisticated recalibration to reduce false SNPs around indels.
- rMSM (reduced Mismatch) filtering: Hard filters for low-quality bases.
- Per-sample depth (DP) and mapping quality (MQ) .
Mathematically, the likelihood of a genotype $G$ given read data $D$ is approximated as: $$P(D|G) \propto \prod_reads P(read|G, \textbase qual, \textmap qual)$$
SAMtools implements this using a simple, fast forward-backward algorithm, unlike the pair-HMM used in GATK. Galaxy M & F Series (Emerging Markets) These
4. Integration Patterns and Pipelines
- Cascade: SAM produces initial masks → Refiner model improves boundaries → Downstream classifier consumes refined masks.
- Loop (human-in-the-loop): User provides a prompt → SAM produces mask → Model predicts label/attributes → UI displays result; user corrects if needed.
- Multi-SAM ensemble: Run multiple SAM variants/prompts → Ensemble module merges masks via IoU, confidence weighting, or learned fusion.
- Feature-augmented conditioning: Extract SAM mask features (binary mask, distance transform, mask embedding) and concatenate with image features for downstream networks.
How to Verify If Your Model Is Supported
Instead of manually checking the list, use Samtool’s built-in validation tool:
samtool check --model model.onnx --target nvidia_gpu
Flags:
--list-opsshows all operators in your model.--report-unsupportedgenerates a compatibility matrix.--suggest-fallbackrecommends operator substitutions.
Example output:
✓ Model: efficientnet_b0.onnx
✓ Operators (24 total): Conv, Relu, Add, GlobalAvgPool, Reshape
⚠ Unsupported on nvidia_gpu: HardSwish (fallback to CPU)
✓ Memory: 342 MB (fit)
Result: PARTIAL_SUPPORT (1 unsupported op)
If your model uses a custom operator, you can register it via Samtool’s plugin interface.
