Text Classification
Transformers
Safetensors
multilingual
modernbert
routing
llm-routing
prompt-classification
complexity-estimation
text-embeddings-inference
Instructions to use scombat/s1d1-router with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use scombat/s1d1-router with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="scombat/s1d1-router")# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("scombat/s1d1-router") model = AutoModelForSequenceClassification.from_pretrained("scombat/s1d1-router", device_map="auto") - Notebooks
- Google Colab
- Kaggle
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Download tutorials/03-claude-code.md from scombat/s1d1-router: direct link, hf CLI and curl.
- Browser
- Download file 2.89 kB
-
https://huggingface.co/scombat/s1d1-router/resolve/main/tutorials/03-claude-code.md
- Command line
-
hf download hf://scombat/s1d1-router/tutorials/03-claude-code.md
-
curl -L -o 03-claude-code.md https://huggingface.co/scombat/s1d1-router/resolve/main/tutorials/03-claude-code.md
2.89 kB
| # Claude Code | |
| Facts from the Claude Code documentation (2026-10-15): | |
| - Model: `--model`, `/model`, `ANTHROPIC_MODEL`, `model` in settings; aliases `haiku`, `sonnet`, `opus`, `fable`, | |
| `opusplan` (Opus in plan mode, Sonnet to execute); `CLAUDE_CODE_SUBAGENT_MODEL`; a sub-agent can pin `model` and | |
| `effort` in its frontmatter. | |
| - Effort: `--effort`, `/effort`, `CLAUDE_CODE_EFFORT_LEVEL`, `effortLevel` in settings; levels `low`, `medium`, `high`, | |
| `xhigh`, `max` (`max` not accepted in `effortLevel`); `ultrathink` in a prompt raises depth for one turn. | |
| - Gateway: `ANTHROPIC_BASE_URL` + `ANTHROPIC_AUTH_TOKEN`. **Anthropic does not support routing Claude Code to | |
| non-Claude models through a gateway**: keep the pool to Claude models. | |
| - With `CLAUDE_CODE_GATEWAY_HINT_HEADERS=1` (v2.1.273+) a custom gateway receives `x-claude-code-session-id`, | |
| `x-claude-code-prompt-id` (one id per user prompt), `x-claude-code-request-class` (`main`, `subagent`, `workflow`, | |
| `compaction`, `auxiliary`). | |
| ## 1. Simplest: choose at launch (*documented flags, router untested*) | |
| ```bash | |
| python integrations/serve.py --model scombat/s1d1-router --policy integrations/policy.example.yaml & | |
| python integrations/routed.py claude "refactor the parser and add tests" | |
| ``` | |
| `routed.py` asks the router about your first prompt and starts `claude --model <model> --effort <effort> "<prompt>"`. | |
| The session keeps that model; use `/model` and `/effort` to change it. Nothing is intercepted. | |
| ## 2. Per request, through a gateway (*untested end to end*) | |
| ```bash | |
| export ANTHROPIC_BASE_URL=http://localhost:4000 | |
| export ANTHROPIC_AUTH_TOKEN=<litellm key> | |
| export CLAUDE_CODE_GATEWAY_HINT_HEADERS=1 | |
| claude --model s1d1-auto | |
| ``` | |
| with the LiteLLM hook of `02-litellm.md` (A). The hook routes on the last human text of the request (tool results are | |
| skipped), remembers one decision per `x-claude-code-prompt-id`, and leaves `auxiliary` requests alone. | |
| Cautions from the gateway guide: | |
| - keep forwarding `anthropic-beta`/`anthropic-version` and the `system` array unchanged; do not rewrite bodies except | |
| `model` and the effort field; | |
| - changing the model between turns can make the API reject old thinking blocks ("bound to a different conversation"); | |
| Claude Code then drops earlier thinking and retries, at the price of the cache. This is why the policy is | |
| escalate-only per session; | |
| - a rejected `output_config.effort` is retried without it by Claude Code. | |
| ## 3. No router at all: the same policy as static settings | |
| ```json | |
| { | |
| "model": "sonnet", | |
| "effortLevel": "medium", | |
| "availableModels": ["haiku", "sonnet", "opus", "fable"] | |
| } | |
| ``` | |
| plus `CLAUDE_CODE_SUBAGENT_MODEL=haiku` for exploration sub-agents, a sub-agent frontmatter with `model: haiku` and | |
| `effort: low` for cheap searches, and `opusplan` to plan with Opus and execute with Sonnet. The router replaces these | |
| fixed choices with a choice per prompt. | |