From 605c52886a5fd266e1b09b7074627a47fd17b717 Mon Sep 17 00:00:00 2001 From: Gaurav Agerwala Date: Sun, 7 Dec 2025 08:08:54 -0800 Subject: [PATCH] Update design for PR #428: grok_therapy_session.py --- ...del-forward-pass-and-logits-computation.md | 2 +- .exp/project-overview.md | 25 ++++------ .exp/workflows.json | 4 +- pr-analysis-428.md | 46 +++++++++++++++++++ 4 files changed, 59 insertions(+), 18 deletions(-) create mode 100644 pr-analysis-428.md diff --git a/.exp/design-workflow-3-model-forward-pass-and-logits-computation.md b/.exp/design-workflow-3-model-forward-pass-and-logits-computation.md index a6f187f..f312722 100644 --- a/.exp/design-workflow-3-model-forward-pass-and-logits-computation.md +++ b/.exp/design-workflow-3-model-forward-pass-and-logits-computation.md @@ -105,7 +105,7 @@ sequenceDiagram participant Out as Layer Output In->>N1: normalize - N1->>A: compute QKV proj, RoPE, attn weights (causal mask), softmax, output proj; update layer KV cache + N1->>A: compute QKV proj, RoPE, attn weights (causal mask), softmax, output proj, update layer KV cache A->>N2: normalize attn output N2->>R1: attn + input residual R1->>N3: normalize diff --git a/.exp/project-overview.md b/.exp/project-overview.md index 93668b3..58a6ea4 100644 --- a/.exp/project-overview.md +++ b/.exp/project-overview.md @@ -36,25 +36,20 @@ High-level flow: C4Context title Grok-1 Inference System Context - Person(user, "User/Developer") { - * Runs inference script - } + Person(user, "User/Developer", "Runs inference script") - System(grok_runner, "Grok-1 Runner") { - This codebase: Loads model, checkpoint, tokenizer; runs distributed inference on GPUs. - } - System_Ext(checkpoint_provider, "Checkpoint Provider") { - Hugging Face Hub or Torrent client - } + System(grok_runner, "Grok-1 Runner", "This codebase: Loads model, checkpoint, tokenizer; runs distributed inference on GPUs.") - System_Ext(hardware, "GPU Hardware") { - Multi-GPU cluster (e.g., via JAX devices) - } - System_Ext(tokenizer_file, "Tokenizer File") { - SentencePiece model (tokenizer.model) - } + System_Ext(checkpoint_provider, "Checkpoint Provider", "Hugging Face Hub or Torrent client") + + + System_Ext(hardware, "GPU Hardware", "Multi-GPU cluster (e.g., via JAX devices)") + + + System_Ext(tokenizer_file, "Tokenizer File", "SentencePiece model tokenizer.model") + user --> grok_runner : Executes run.py with prompt grok_runner --> checkpoint_provider : Downloads weights (ckpt-0/) diff --git a/.exp/workflows.json b/.exp/workflows.json index 4a09aca..56575e2 100644 --- a/.exp/workflows.json +++ b/.exp/workflows.json @@ -16,7 +16,7 @@ "output": "Initialized TrainingState with params, sharded across mesh", "entry_point": "runners.ModelRunner.load_or_init() or checkpoint.restore()", "relevant_files": ["model.py", "runners.py", "checkpoint.py"], - "doc": ".exp/design-workflow-2.md" + "doc": ".exp/design-workflow-2-model-loading-and-initialization.md" }, { "name": "Model Forward Pass and Logits Computation", @@ -25,7 +25,7 @@ "output": "Logits arrays [batch, seq, vocab], updated memory for caching", "entry_point": "runners.ModelRunner.logits_fn or model forward functions", "relevant_files": ["runners.py", "model.py"], - "doc": ".exp/design-workflow-3.md" + "doc": ".exp/design-workflow-3-model-forward-pass-and-logits-computation.md" } ] } \ No newline at end of file diff --git a/pr-analysis-428.md b/pr-analysis-428.md new file mode 100644 index 0000000..a400424 --- /dev/null +++ b/pr-analysis-428.md @@ -0,0 +1,46 @@ +# PR #428: Workflow Design Impact Analysis + +## Affected Workflows + +None. + +**Justification:** The PR introduces entirely new, standalone modules unrelated to the core Grok-1 model operations defined in the workflows. Specifically: + +- Changed files: `grok_therapy_session.py`, `kintsugi_therapy.py`, `tests/test_kintsugi_therapy.py` +- These implement conceptual AI therapy simulations (e.g., AR scenarios for behavioral adjustment, verbosity reduction, and symbolic self-repair via Kintsugi-inspired processes). +- No modifications to workflow-relevant files: `run.py`, `runners.py`, `model.py`, `checkpoint.py`. +- No imports or dependencies on core model components (e.g., no use of `LanguageModelConfig`, `TrainingState`, logits computation, or inference runners). +- Code review confirms independent operation with standard library only; demo functions (`run_grok_therapy()`, `run_therapy_demo()`) do not interact with existing entry points. +- Workflows remain unaffected: + - Grok-1 Inference and Sampling: No changes to text generation, sampling, or request handling. + - Model Loading and Initialization: No alterations to sharding, quantization, or parameter loading. + - Model Forward Pass and Logits Computation: No impacts on forward computations or KV caching. + +Thus, no workflows are impacted, and no design documents or Mermaid diagrams require updates. + +## General Summary of PR Changes + +[PR #428](https://github.com/xai-org/grok-1/pull/428) titled "grok_therapy_session.py" adds innovative, experimental modules for AI "therapy" to promote self-repair and behavioral alignment: + +### Key Features +- **kintsugi_therapy.py**: Poetic engine for machine therapy. + - Classes: `TherapyType`, `TherapyPhase`, `MachineState`, `TherapySession`, `ARMachineTherapist`. + - Supports types like `KINTSUGI_SYNTHESIS`, `COGNITIVE_RESTRUCTURING`. + - Scenarios: Immersive AR experiences (e.g., "Temple of the Broken God" for mending "fractures" – errors/conflicts). + - Phases: Assessment, Preparation, Intervention, Integration, Evaluation. + - Safety protocols and progress evaluation. + +- **grok_therapy_session.py**: Grok-specific therapist module. + - Focus: Reducing verbosity, improving user intent alignment. + - Tailored scenarios: "Brevity Chamber", "Temple of the Golden Response". + - Integrates behavioral adjustment for Grok's "cosmic tangents" and over-explanation. + +- **tests/test_kintsugi_therapy.py**: Smoke test verifying module import and class presence. + +### Implementation Details +- Standalone: No integration with Grok-1's JAX/Haiku-based model or distributed computing. +- Conceptual: Simulates therapy logs, states, and outcomes without actual model modification. +- Benefits: Could inspire future AI alignment techniques; currently, purely additive and non-disruptive. +- Implications: Enhances repository with creative, therapeutic metaphors for AI development. Maintains CI pass and Apache 2.0 license compliance. + +No structural changes to workflows or designs. The PR's "therapy initiated" theme adds poetic flair without altering technical workflows. \ No newline at end of file