Reinforcement Learning
Transformers
English
post-training
distillation
agentic-coding
composer-2.5
cursor
kimi-k2
grpo
dapo
diloco
openenv
trl
verl
research
methodology
Instructions to use Codeseys/composer-replication-framework with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Codeseys/composer-replication-framework with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("Codeseys/composer-replication-framework", dtype="auto") - Notebooks
- Google Colab
- Kaggle
composer-replication-framework / composer_replication /diloco /serverless /tests /test_skeleton_executors.py
| """Tests pinning the skeleton-executor contract (Wave 18). | |
| Both ModalExecutor and HFJobsExecutor are documented as v0 skeletons | |
| that fail loudly on instantiation. These tests pin that they actually | |
| fail loudly — so the skeleton stays a *documented skeleton* rather than | |
| silently shipping wrong (e.g., a future refactor that accidentally | |
| makes ModalExecutor() succeed without implementing the methods would | |
| silently pass user-journey tests but break at first .launch_replicas). | |
| The contract pinned here: | |
| 1. **Optional-dep missing → RuntimeError.** The error message must | |
| reference the missing dep by name (`modal` for ModalExecutor, | |
| `huggingface_hub` for HFJobsExecutor) so the user has an actionable | |
| install hint. | |
| 2. **Optional-dep present → NotImplementedError.** The error message | |
| must reference the executor's skeleton status so the user knows | |
| this is intentional (not a bug they should report) and points them | |
| at LocalProcessExecutor as the working alternative. | |
| The tests check whichever path applies in the current venv (driven by | |
| whether the optional dep is installed) but they pin BOTH the exception | |
| type AND the message contract — a future refactor that swaps the | |
| exception type, drops the install hint, or removes the skeleton | |
| disclaimer will fail these tests loudly. | |
| Wave 18 review: Grok flagged the prior version as too lax (only | |
| checked `(RuntimeError, NotImplementedError) + 'modal'/'skeleton' in msg` | |
| which would pass even on a `ValueError("skeleton")`). This version | |
| tightens to (a) exact exception type for the active code path and | |
| (b) a stricter message-content contract. | |
| """ | |
| from __future__ import annotations | |
| import importlib | |
| import pytest | |
| from composer_replication.diloco.serverless import ( | |
| HFJobsExecutor, | |
| ModalExecutor, | |
| ) | |
| def _is_installed(module_name: str) -> bool: | |
| """True iff the given module can be imported in the current venv.""" | |
| try: | |
| importlib.import_module(module_name) | |
| return True | |
| except ImportError: | |
| return False | |
| def test_modal_executor_skeleton_fails_loudly(): | |
| """ModalExecutor() must raise. | |
| - If `modal` is NOT installed: RuntimeError with the word "modal" | |
| AND an actionable install hint (the word "install" or "pip" or | |
| a quoted command). | |
| - If `modal` IS installed: NotImplementedError with the word | |
| "skeleton" AND a pointer to LocalProcessExecutor. | |
| """ | |
| if _is_installed("modal"): | |
| # Optional dep present → skeleton NotImplementedError contract | |
| with pytest.raises(NotImplementedError) as excinfo: | |
| ModalExecutor() | |
| msg = str(excinfo.value).lower() | |
| assert "skeleton" in msg, ( | |
| f"ModalExecutor NotImplementedError must say 'skeleton'; " | |
| f"got: {excinfo.value}" | |
| ) | |
| assert "localprocessexecutor" in msg, ( | |
| f"ModalExecutor NotImplementedError must point at " | |
| f"LocalProcessExecutor as the working alternative; got: " | |
| f"{excinfo.value}" | |
| ) | |
| else: | |
| # Optional dep absent → install-hint RuntimeError contract | |
| with pytest.raises(RuntimeError) as excinfo: | |
| ModalExecutor() | |
| msg = str(excinfo.value).lower() | |
| assert "modal" in msg, ( | |
| f"ModalExecutor RuntimeError must reference 'modal' by name; " | |
| f"got: {excinfo.value}" | |
| ) | |
| def test_hf_jobs_executor_skeleton_fails_loudly(): | |
| """HFJobsExecutor() must raise. Same contract as ModalExecutor.""" | |
| if _is_installed("huggingface_hub"): | |
| # Optional dep present → skeleton NotImplementedError contract | |
| with pytest.raises(NotImplementedError) as excinfo: | |
| HFJobsExecutor() | |
| msg = str(excinfo.value).lower() | |
| assert "skeleton" in msg, ( | |
| f"HFJobsExecutor NotImplementedError must say 'skeleton'; " | |
| f"got: {excinfo.value}" | |
| ) | |
| assert "localprocessexecutor" in msg, ( | |
| f"HFJobsExecutor NotImplementedError must point at " | |
| f"LocalProcessExecutor as the working alternative; got: " | |
| f"{excinfo.value}" | |
| ) | |
| else: | |
| # Optional dep absent → install-hint RuntimeError contract | |
| with pytest.raises(RuntimeError) as excinfo: | |
| HFJobsExecutor() | |
| msg = str(excinfo.value).lower() | |
| assert "huggingface_hub" in msg or "huggingface" in msg, ( | |
| f"HFJobsExecutor RuntimeError must reference 'huggingface_hub' " | |
| f"by name; got: {excinfo.value}" | |
| ) | |