Checkpoint configuration
The publisher configuration records DeepseekV3ForCausalLM with 61 transformer layers. The configured position limit is 163,840. This checkpoint field describes the model configuration; it does not establish the context an inference operator enables or can serve at your concurrency.
These fields were checked 2026-10-10 at revision e815299b0bcb. Read the pinned publisher configuration ↗
Where to start
Pin the exact checkpoint or dated API model before evaluating. Compare formatting and tool compatibility on the endpoint you will actually use, rather than assuming compatibility from the base-model name.
- General text generation
- Coding evaluation
- Multilingual text
What to check before deployment
The original V3 repository and later dated revisions are different artifacts. Pin a version when comparing results.
Confirm the exact model ID, checkpoint revision and endpoint in your test record. A base model name does not establish a provider's quantization, accepted inputs, context limit or current availability.
Measure useful results
Build a small evaluation from the workflow you already run. Define the expected answer before testing. Track correct results, formatting errors, retries, complete request time and reported input and output usage.
Count rejected answers and manual corrections. A low token rate can still produce a high cost per accepted result when the workflow needs retries or repair.
Estimate your token budget →Sources and scope
This page is an editorial evaluation guide, not a benchmark result or a claim that this model is served by Flonno.
Official publisher model card ↗License / access: See model card. Read the linked license or service terms for the full conditions. Model card identity and license metadata checked 2026-10-10.