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| Benchmark | Public HF Falcon | Exclusive Source Falcon (FalconFlash) | | :--- | :--- | :--- | | | 42 t/s | 79 t/s | | Code completion (HumanEval) | 42.7% | 47.2% | | Long-context recall (6k tokens) | 83% | 96% | | VRAM usage (batch size 4) | 74GB | 58GB |

Today, we are diving deep into what developers have been clamoring for: the .

// -- Enterprise Only -- // IF TII_SUPPORT == 1 // Include proprietary tensor parallelization // ELSE // Use standard PyTorch parallel This suggests that the publicly available source code on GitHub may be a "community edition." The true to enterprise clients includes optimized tensor parallelization that delivers 2.4x faster inference on multi-GPU setups.

Unlike standard checkpointing which saves weights every N steps, CriticalCheckpoint snapshots the gradient accumulation state and the random number generator (RNG) state of every node. In exclusive tests, this allowed the TII team to resume training from a node failure in under 90 seconds—a feature not even NVIDIA’s NeMo offers out of the box. This is the controversy hidden within the source code. The public-facing Falcon 40 license is the TII Falcon License 1.0, which is broadly permissive for commercial use. However, the exclusive source code includes comments and preprocessor directives that hint at a dual-licensing model for enterprise support.

point to the spirit of open source. "If the source isn’t fully available, it’s not open source," argues the Open Source Initiative’s latest draft statement. "The ‘exclusive source code’ is just proprietary software with a free tier." The Future: Falcon 180 Source Code? The Falcon 40 source code exclusive is a prelude to an even bigger release. Our industry sources suggest TII has already trained Falcon 180B—a model rumored to rival GPT-4. The source code for that model, ironically, is said to be more open, as TII attempts to challenge Meta’s Llama 3 dominance.

TII has played a clever game. They gave the world a lion, but kept the training manual exclusive. Whether that makes them heroes or villains depends on whether you have the budget to read the fine print. Have you accessed the Falcon 40 exclusive source code? Disagree with our analysis? Reach out to our secure tip line at tips@aiinsider.com. We will update this article as new information breaks.

TII is reportedly preparing a "Source Available Plus" license for Falcon 180 that releases the custom Flash kernels to the public, keeping only the orchestration layer proprietary. If you are a solo developer or a hacker, the public Falcon 40 weights and the open-source community implementation are sufficient. You will run the model, you will fine-tune it, and it will work well.

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