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  ---
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- dataset_info:
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- features:
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- - name: seq
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- dtype: int64
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- - name: world_seed
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- dtype: int64
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- - name: branch
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- dtype: string
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- - name: step
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- dtype: int64
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- - name: channel
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- dtype: string
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- - name: norm_key
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- dtype: string
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- - name: occurrence
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- dtype: int64
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- - name: kind
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- dtype: string
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- - name: dep_fingerprint
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- dtype: string
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- - name: deps
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- list: string
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- - name: vtime
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- dtype: float64
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- - name: provenance
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- dtype: string
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- - name: payload_json
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- dtype: string
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- - name: env_id
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- dtype: string
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- - name: query
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- dtype: string
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- splits:
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- - name: train
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- num_bytes: 459200
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- num_examples: 1783
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- download_size: 109612
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- dataset_size: 459200
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  configs:
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  - config_name: default
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- data_files:
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- - split: train
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- path: data/train-*
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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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+ license: apache-2.0
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+ task_categories:
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+ - reinforcement-learning
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+ tags:
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+ - groundhog
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+ - record-replay
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+ - determinism
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+ - variance-reduction
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+ - agent-rl
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+ - verifiers
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+ size_categories:
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+ - n<1K
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  configs:
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  - config_name: default
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+ data_files: data/train-*
 
 
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  ---
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+
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+ # Groundhog world tapes -- `groundhog/research-publish-v1`
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+
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+ Recorded exogenous randomness for a deliberately non-deterministic agent environment.
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+ Each row is one intercepted interaction with the outside world: a clock reading, an
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+ entropy draw, a UUID, an HTTP response, a file mtime, or an environment-variable read.
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+
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+ **These tapes replay with no API key, no server and no network.** That is checked before
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+ publication: the mock world is shut down and every tape is replayed against a closed port.
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+
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+ ## Contents
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+
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+ | | |
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+ |---|---|
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+ | worlds (distinct `world_seed`) | 8 |
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+ | events | 1783 |
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+ | branches per world | 4 |
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+ | corpus documents | 30 |
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+ | live API calls spent recording | 155 |
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+ | live API calls to replay | **0** |
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+ | groundhog version | 0.1.0 |
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+ | seeds | 20240202, 20240203, 20240204, 20240205, 20240206, 20240207, 20240208, 20240209 |
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+
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+ ## Schema
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+
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+ | column | meaning |
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+ |---|---|
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+ | `world_seed` | which world instance; every derived exogenous value is keyed by it |
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+ | `branch` | `root` for the shared fork-point prefix, `root/bN` for a branch |
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+ | `step` | position in that branch's history |
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+ | `channel` | `time`, `random`, `uuid`, `http`, `fs`, `env`, `latency` |
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+ | `norm_key` | normalised request key, e.g. `GET /search?k=3&q=solar` |
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+ | `occurrence` | how many times this branch had already asked that key |
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+ | `kind` | `action_independent` (shareable across branches) or `action_dependent` |
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+ | `dep_fingerprint` | hash of the resource versions *this branch* mutated; `""` means shareable |
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+ | `deps` | resources whose state can affect the answer |
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+ | `provenance` | `live`, `tape`, `derived`, `synth`, `refetch`, `approx`, `mutation` |
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+ | `payload_json` | the recorded value |
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+
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+ `kind` and `dep_fingerprint` are the interesting columns. An empty fingerprint means no
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+ action the branch took can have influenced that answer, so every sibling branch may reuse
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+ it verbatim -- which is where the variance reduction comes from.
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+
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+ ## Replay it offline
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+
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+ ```python
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+ from datasets import load_dataset
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+ from groundhog import WorldTape, Mode
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+ from envs.research_env import ResearchEnv, make_session
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+
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+ rows = load_dataset("NagaYu/groundhog-world-tapes", split="train")
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+ rows = rows.filter(lambda r: r["world_seed"] == rows[0]["world_seed"])
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+ tape = WorldTape.from_records(rows, "<memory>", branches=[{"branch_id": "root"}])
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+
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+ env = ResearchEnv("http://127.0.0.1:9/") # nothing listens there, on purpose
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+ s = make_session(Mode.GROUNDHOG, tape.world_seed, env, tape=tape, branch_id="root/b0")
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+ with s.activate():
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+ result = env.rollout(s, "verify", "solar")
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+ assert s.stats.live_calls == 0 # no network was touched
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+ ```
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+
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+ ## Provenance and terms of service
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+
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+ Recorded from the bundled mock world in `envs/` -- no real third-party service was
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+ contacted, and no credentials or personal data are present. Recording a real service with
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+ the same interceptors is possible and is **the user's responsibility**: check that
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+ provider's terms first, and do not redistribute content you have no right to.
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+
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+ ## Citation
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+
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+ Part of the [Groundhog](https://github.com/NagaYu/groundhog) research prototype:
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+ *share the world, resample the consequences.*