text stringlengths 185 73.3k | repo stringlengths 7 100 | path stringlengths 4 146 | language stringclasses 7
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"""Shared infrastructure helpers for the DiscVault Next backend.
These helpers have no application-domain dependencies. They are extracted from
``next_app.py`` so that domain modules can reuse them without importing the
oversized application module. ``next_app.py`` re-imports every name defined here
to preserve its pu... | helmerzNL/DiscVault | app/backend/next_common.py | .py | 654c9912c1078f6e | 7.48 | 8 |
"""Search-engine and AI-crawler exclusion for the DiscVault PWA.
A DiscVault instance is a private collection manager, not a public website.
Nothing in it is meant to be findable: the library, the shelves, the borrow
history and the people pages all describe one household. Two self-hosted
instances nevertheless turned... | helmerzNL/DiscVault | app/backend/next_crawlers.py | .py | 4f0512c792e79b3f | 7.48 | 8 |
"""DiscVault Next PostgreSQL migration helpers.
This module is intentionally separate from the current SQLite app runtime. It is
the first PostgreSQL foundation for DiscVault Next and can be executed as a
standalone migration/status tool while the existing app remains unchanged.
"""
from __future__ import annotations... | helmerzNL/DiscVault | app/backend/next_database.py | .py | dc571b51e1679253 | 7.48 | 8 |
"""Column catalogue for Library exports.
This module is the single source of truth for the columns a Library export can
contain. The frontend fetches the catalogue to build its column picker, and the
renderers in ``next_export.py`` use the same definitions for headers, ordering
and layout hints, so the two can never d... | helmerzNL/DiscVault | app/backend/next_export_columns.py | .py | e9e0d7173f3572fb | 7.48 | 8 |
"""Security primitives shared by DiscVault Next Legacy authentication.
This module deliberately has no Flask or database dependency. Route code owns
transactions and authorization while this module owns secret handling and the
password/TOTP policy.
"""
from __future__ import annotations
import base64
import hashlib
... | helmerzNL/DiscVault | app/backend/next_legacy_auth.py | .py | 43d68e3171f4f96b | 7.48 | 8 |
"""Paged library data routes for the DiscVault Next backend.
The Library used to receive a single, hard-capped snapshot of 200 movies. This
module exposes a paged endpoint so the frontend can hydrate the full library in
background chunks instead, which is a prerequisite for exporting "all movies".
"""
from __future__... | helmerzNL/DiscVault | app/backend/next_library_data.py | .py | 767f01052f021e29 | 7.48 | 8 |
"""Notification preference, delivery, and inbox helpers for DiscVault Next backend."""
from __future__ import annotations
from typing import Any
from uuid import UUID
from flask import Flask, request
from psycopg.types.json import Jsonb
try: # pragma: no cover - exercised indirectly by both layouts
from .next_... | helmerzNL/DiscVault | app/backend/next_notifications.py | .py | b82e2c731a4867b6 | 7.48 | 8 |
"""Shared ownership helpers for resources created by users and system jobs."""
from __future__ import annotations
from typing import Any
def instance_owner_id(conn) -> Any | None:
with conn.cursor() as cur:
cur.execute(
"""
SELECT u.id
FROM users u
JOIN us... | helmerzNL/DiscVault | app/backend/next_ownership.py | .py | 43447d498eb1fd32 | 7.48 | 8 |
"""TheTVDB as a series source.
Television only, and deliberately so. TVDB indexes films too, but its reason to
exist here is the depth TMDB does not have: episode titles and numbering for
shows TMDB is thin on, and coverage of older and non-US series. A source that
answers every question makes the plugin order unreada... | helmerzNL/DiscVault | app/backend/next_plugins/tvdb/plugin.py | .py | e1c1b05ccce5d3e0 | 7.48 | 8 |
"""Slim raw pytest-benchmark JSON into the committed run of record and guard it.
The run of record (``benchmarks/results/run-of-record/``) is the committed,
diffable source for the published overhead charts and ``comparative.md``. This
script slims a raw pytest-benchmark JSON dump to the fields the generators read
— `... | haalfi/remote-store | benchmarks/slim_run_of_record.py | .py | aef677d3b42f98aa | 7.42 | 6 |
"""BenchTarget ABC — minimal interface for comparative benchmarks."""
from __future__ import annotations
import abc
class BenchTarget(abc.ABC):
"""Minimal interface covering operations where comparison is meaningful.
Only basic byte-level operations are included — streaming, atomic writes,
copy/move, a... | haalfi/remote-store | benchmarks/targets/_protocol.py | .py | 8c49ac06c31394aa | 7.42 | 6 |
"""TTFB (Time to First Byte) benchmarks — remote-store only."""
from __future__ import annotations
import uuid
from typing import TYPE_CHECKING, Any
if TYPE_CHECKING:
from remote_store._backend import Backend
def _unique(prefix: str = "bench") -> str:
return f"{prefix}/{uuid.uuid4().hex[:12]}.bin"
class ... | haalfi/remote-store | benchmarks/test_ttfb.py | .py | d6af31772ad0b1f5 | 7.92 | 6 |
"""S3 Listing Strategies -- Shallow vs. recursive listing: cost tradeoffs, iterator patterns, and MinIO endpoint usage.
Demonstrates:
- Shallow listing (direct children only) -- O(n_children) cost
- Recursive listing (flat stream) -- O(n_total_files) cost
- When to use each approach
- Why parallelization is wrong for ... | haalfi/remote-store | examples/backends/s3_listing_strategies.py | .py | 9f9734d191ded61d | 7.42 | 6 |
"""Config loaders — Load registry configuration from TOML, YAML, and Pydantic models, with env-var interpolation.
Demonstrates loading RegistryConfig from TOML files, YAML files, and Pydantic
models, plus env-var interpolation. All loaders delegate to from_dict() for
Secret wrapping and validation.
---
see_also:
- ... | haalfi/remote-store | examples/configuration/config_loaders.py | .py | 07b7f63b50109a5f | 7.42 | 6 |
"""Where an access log belongs in `probe`, and whether the interval survives it.
The roadmap: *the sampler supports weights; nothing passes them. Weighting the
sample by what people actually read would make ARR describe the queries that
matter, but it also makes the sample non-uniform in a way the confidence
interval ... | batuhanzorbeyzengin/rebasis | spikes/access_weighted.py | .py | 1a9289142d095d94 | 7.6 | 15 |
"""Is an adapter chain worth what a direct fit costs?
The roadmap has carried this since the first release: *v1 -> v2 -> v3 without a
full refit at each step. Error accumulation across a chain has not been measured,
and refitting against the original is probably more accurate — which is worth
knowing rather than assum... | batuhanzorbeyzengin/rebasis | spikes/chained_adapters.py | .py | d1a8fda93ab4a940 | 7.6 | 15 |
"""Does rewriting every vector break the index that was built around them?
The question `migrate` has never asked. A graph index picks a record's edges
from the geometry of its neighbours at insert time; an in-place vector update
changes the geometry and leaves the edges. Qdrant says so in as many words —
a changed ve... | batuhanzorbeyzengin/rebasis | spikes/index_health.py | .py | d4b2458713bde1c0 | 7.6 | 15 |
"""What a completed migration is actually worth, on real corpora.
`rebasis migrate` rewrites the indexed document vectors and, until now, applied
the wrong map to do it — a `query_to_old` adapter, which leaves an index no query
can answer. `fit --direction old_to_new` produces the right one. This measures
what the rig... | batuhanzorbeyzengin/rebasis | spikes/migration_band.py | .py | f2ce19d40501db4a | 7.6 | 15 |
"""What a float16 shadow copy gives up, measured.
``ShadowStore`` has taken a ``precision`` argument since it was written and
nothing has ever passed ``float16``. The roadmap says why: it halves the shadow's
disk cost and gives up the bit-identical rollback guarantee, and **a half
guarantee may be more dangerous than ... | batuhanzorbeyzengin/rebasis | spikes/shadow_precision.py | .py | 921e048cf687bf6c | 7.6 | 15 |
"""Does truncating the new model's vector ever beat fitting an adapter?
``ROADMAP.md`` lists this as an open question under *Beyond 0.3*: "for models
trained with nested representations, the right answer may be 'truncate and
renormalise', with no adapter at all." It is open. Nothing in this repository
has ever measure... | batuhanzorbeyzengin/rebasis | spikes/truncate_candidate.py | .py | 028e49f1753a6982 | 7.6 | 15 |
"""The audit hash chain.
Each record carries the hash of the one before it, so deleting or altering a
record is detectable.
**What this is, precisely.** It is **tamper-evident, not tamper-proof.** It is a
local file, and its owner can regenerate the whole chain if they choose. The
purpose is to catch **accidental cor... | batuhanzorbeyzengin/rebasis | src/rebasis/audit/chain.py | .py | c90a5bbfc9faf603 | 7.6 | 15 |
"""Reading the audit trail."""
from __future__ import annotations
import json
from typing import TYPE_CHECKING, Any
from rebasis.audit.chain import ChainVerification, verify_chain
from rebasis.audit.record import AuditRecord
if TYPE_CHECKING:
import sqlite3
from rebasis.manifest import ManifestDB
__all__ ... | batuhanzorbeyzengin/rebasis | src/rebasis/audit/reader.py | .py | 98789666e6afc8db | 7.6 | 15 |
"""Audit record schema.
**A log and an audit trail are different things, and conflating them is a common
mistake.**
* A **log** is for debugging. It may be lost, it may be sampled, its format may
change between releases.
* An **audit record** is for *reconstructing a decision*. It is lossless, never
sampled, sche... | batuhanzorbeyzengin/rebasis | src/rebasis/audit/record.py | .py | 9698703aca88d656 | 7.6 | 15 |
"""Reproducing a recorded decision.
``rebasis audit replay <seq>`` re-runs a decision with the inputs the record
kept, and compares. If it differs, either there is a regression or the corpus has
changed — and both are things you want to know.
**The comparison depends on the hardware, and saying so matters:**
* **Sam... | batuhanzorbeyzengin/rebasis | src/rebasis/audit/replay.py | .py | 12cc990d5d3268f2 | 7.6 | 15 |
"""Writing audit records.
Which events produce a record is a **small subset** of those that log. The event
catalogue is the source of truth: a record is written when the event's
``audited`` flag is set.
Appending is serialised through the manifest's write transaction. Two processes
appending concurrently would produc... | batuhanzorbeyzengin/rebasis | src/rebasis/audit/writer.py | .py | 9d21ae754642f71b | 7.6 | 15 |
"""Command-line interface.
Logging is configured **here and nowhere else**: importing rebasis as a library
must never touch the host application's logging configuration.
"""
from __future__ import annotations
from typing import Annotated, Any
import typer
from rebasis.cli._common import console, handle_errors, ver... | batuhanzorbeyzengin/rebasis | src/rebasis/cli/__init__.py | .py | eec94858e4f16ac9 | 7.6 | 15 |
"""Shared CLI plumbing.
One ``@handle_errors`` decorator turns every :class:`RebasisError` into a
rendered panel and the right exit code. Exit codes are a **contract** for script
users::
0 success
1 unexpected
2 usage or configuration
3 domain error
130 interrupted
An unexpected erro... | batuhanzorbeyzengin/rebasis | src/rebasis/cli/_common.py | .py | dd1abe867bc8736f | 7.6 | 15 |
"""Turning CLI flags into a running pipeline.
``probe``, ``fit`` and ``eval`` all need the same four things: a store, two
embedders, an optional query log, and somewhere to put the report. Doing that
once here keeps the three commands consistent — a flag means the same thing in
all of them — and keeps each command fil... | batuhanzorbeyzengin/rebasis | src/rebasis/cli/_pipeline.py | .py | 0307c2646a4ac318 | 7.6 | 15 |
"""Building an encoding profile from CLI flags.
A model rebasis has never seen still has to be usable. The table covers the
common ones; everything else arrives here, as flags.
The one thing this will not do is **guess a prefix**. Many retrieval models
encode a query differently from a document, usually with a short ... | batuhanzorbeyzengin/rebasis | src/rebasis/cli/_profiles.py | .py | 8ca7e54ff0f2ac57 | 7.6 | 15 |
"""``rebasis adapter`` — inspect, verify, upgrade and list.
The commands that are about the ``.rbs`` file itself rather than about an
index. `upgrade` is the one that matters: it is referenced from the error a
user sees when a file is too old to read, so it has to exist and it has to
never destroy the file it was poin... | batuhanzorbeyzengin/rebasis | src/rebasis/cli/adapter.py | .py | f51ad50b4e62c2f3 | 7.6 | 15 |
"""``rebasis audit`` — inspect and verify the decision record."""
from __future__ import annotations
import json
from pathlib import Path # noqa: TC003 - typer resolves annotations at runtime
from typing import TYPE_CHECKING, Annotated, Any
import typer
from rich.table import Table
from rebasis.cli._common import ... | batuhanzorbeyzengin/rebasis | src/rebasis/cli/audit.py | .py | 9696d748a7345d15 | 7.6 | 15 |
"""``rebasis eval`` — score an existing adapter against a query set."""
from __future__ import annotations
from pathlib import Path # noqa: TC003 - typer resolves annotations at runtime
from typing import TYPE_CHECKING, Annotated
import typer
from rebasis.cli._common import console, handle_errors, step_progress
fr... | batuhanzorbeyzengin/rebasis | src/rebasis/cli/eval.py | .py | d22b67f48e6911ee | 7.6 | 15 |
"""Array primitives shared by every layer.
These live in ``compute`` rather than in ``core`` because of the layer contract:
it puts ``core`` above ``compute``, so a helper both of them need has to sit at
or below ``compute``. ``probe`` and ``serve`` use them too.
The float32 contract is enforced at this boundary and ... | batuhanzorbeyzengin/rebasis | src/rebasis/compute/arrays.py | .py | 51a5f3f1220c8bd9 | 7.6 | 15 |
"""Compute backend protocol.
Two backends, one protocol:
* :class:`~rebasis.compute.numpy_backend.NumpyBackend` — always available, and
the **reference implementation**. When two backends disagree, this one is
right.
* ``TorchBackend`` — cuda / mps / cpu, only when the ``[torch]`` extra is
installed. Arrives in... | batuhanzorbeyzengin/rebasis | src/rebasis/compute/base.py | .py | cfdef23905f314ff | 7.6 | 15 |
"""Determinism and numerical consistency.
PyTorch states plainly that results may not be reproducible between CPU and GPU
even with identical seeds. Rather than hide that, rebasis records what it ran on
and compares accordingly.
**TF32 is the silent one.** On Ampere and later, matmul may quietly use TF32 —
fewer mant... | batuhanzorbeyzengin/rebasis | src/rebasis/compute/determinism.py | .py | a3c461e833f33a0e | 7.6 | 15 |
"""Device abstraction.
The single responsibility of this module is to hide "where does this tensor
live" from the rest of the codebase.
**The governing principle: the CPU path is never optional, the GPU path is never
mandatory.** A plain ``pip install rebasis`` has no torch at all; ``probe``,
Procrustes fitting and t... | batuhanzorbeyzengin/rebasis | src/rebasis/compute/device.py | .py | 1eb6c7ee42f10ecb | 7.6 | 15 |
"""The numpy compute backend.
Always available, and the **reference implementation**: in a device-parity
disagreement this is the one that is right. It exists so that
``pip install rebasis`` with no extras is a complete, working tool — not a
degraded one.
"""
from __future__ import annotations
from typing import TYP... | batuhanzorbeyzengin/rebasis | src/rebasis/compute/numpy_backend.py | .py | 557d9af6c1b66941 | 7.6 | 15 |
"""Where the accelerator pays, and where it does not.
The open question was where the size threshold sits above which kNN should move
to the GPU. **M0 measured it and there is no threshold** — see section 8 of
`docs/m0-findings.md`. On an A10G against a 4-vCPU host, chunked top-k was
faster on the accelerator at every... | batuhanzorbeyzengin/rebasis | src/rebasis/compute/thresholds.py | .py | 79741861df2b4db9 | 7.6 | 15 |
"""The torch compute backend.
Runs on ``cuda``, ``mps`` or ``cpu``. Optional: without the ``[torch]`` extra the
:class:`~rebasis.compute.numpy_backend.NumpyBackend` handles everything and no
functionality is lost.
**Conversion happens at the boundary.** Arrays come in as numpy and go out as
numpy; no torch tensor esc... | batuhanzorbeyzengin/rebasis | src/rebasis/compute/torch_backend.py | .py | 7e0410d1facddb97 | 7.6 | 15 |
"""Configuration, read from the environment in one place.
Every ``REBASIS_*`` variable is declared here, with its default and what it is
for. Scattering ``os.environ.get`` across the codebase produces two failures
that are hard to see: a variable that is read in one place and ignored in
another, and a set of knobs no ... | batuhanzorbeyzengin/rebasis | src/rebasis/config.py | .py | 381039fe4d44f35e | 7.6 | 15 |
"""Adapter base class and the shared fitting contract.
The contract is the same everywhere, and the synthetic validation tests hold
every adapter to it::
adapter = SomeAdapter.fit(src, dst)
adapter.apply(src) ≈ dst
Under the default ``query_to_old`` direction, ``src = f_new(d)`` and
``dst = f_old(d)``: the a... | batuhanzorbeyzengin/rebasis | src/rebasis/core/base.py | .py | f8a9b42205821f6d | 7.6 | 15 |
"""Score calibration.
An adapter preserves *ranking*; it does not preserve the *scale* of similarity
scores. That distinction is invisible until it breaks something, and what it
breaks is every pipeline with a fixed threshold such as ``similarity > 0.7``.
**Measured (M0, 72 configurations):** without calibration the ... | batuhanzorbeyzengin/rebasis | src/rebasis/core/calibration.py | .py | bd9dc0b0da748201 | 7.6 | 15 |
"""CSLS hubness correction.
MUSE's observation: vectors mapped from one space into another develop
**hubness** — a few target vectors become the nearest neighbour of
disproportionately many queries and wreck retrieval. CSLS penalises documents
that are "close to everyone"::
CSLS(q, d) = 2·cos(q, d) − r_T(d) − r_S... | batuhanzorbeyzengin/rebasis | src/rebasis/core/csls.py | .py | 20429ee992bc1eb5 | 7.6 | 15 |
"""How much of one space's geometry survives in the other — before any fit.
ADR 10 measured that retention is bounded by the source and rejected predicting
it from the model pair, because the evidence for that was a correlation over
fifteen runs. This is a different object. It is not a prediction and it does not
compe... | batuhanzorbeyzengin/rebasis | src/rebasis/core/geometry.py | .py | 760c997cf4146f17 | 7.6 | 15 |
"""The no-op adapter.
Feeds the new model's vector straight into the old index. Retained because it is
the honest baseline: the reference work reports ARR ≈ 0.65 for it, and M0
measured **0.274** across four corpora — worse than the reference, and far below
every fitted adapter.
Keeping it in the ``auto`` comparison ... | batuhanzorbeyzengin/rebasis | src/rebasis/core/identity.py | .py | a593d0f11c7b0b78 | 7.6 | 15 |
"""
title: rag-of-all-trades function
author: WikiTeq
date: 2027-01-27
version: 2.3
license: MIT
description: A function that calls the RAG service to retrieve context for chat queries with OWUI sources integration
requirements: requests
"""
import logging
import os
import re
from collections.abc import Awaitable, Cal... | WikiTeq/mAItion | functions/function.py | .py | b8d199e52493293e | 7.66 | 20 |
"""
title: Image Resizer
author: EaV Solution, WikiTeq
version: 0.2
description: Downscales oversized images in chat messages before they reach the model.
"""
import base64
import io
import logging
from PIL import Image
from pydantic import BaseModel, Field
log = logging.getLogger(__name__)
# Reject implausibly lar... | WikiTeq/mAItion | functions/image_resizer.py | .py | a129cf422ac50bf5 | 7.66 | 20 |
"""
title: Video Inject Filter
author: WikiTeq
date: 2025-05-20
version: 1.1
license: MIT
description: Reads VIDEO markers from tool messages and appends an inline player after the assistant response. Direct video file URLs use an HTML5 <video> tag; YouTube URLs use a clickable thumbnail linking out to YouTube (OWUI st... | WikiTeq/mAItion | functions/video_inject.py | .py | 36d5c51a3060fff5 | 7.66 | 20 |
"""
title: Get Current Sources
author: WikiTeq
date: 2025-07-10
version: 2.0
license: MIT
description: Retrieves sources/citations emitted by tools in the current chat turn. Useful when the model needs to reference sources for inline citations.
requirements: pydantic>=2.0.0
"""
import hashlib
import logging
from pyda... | WikiTeq/mAItion | tools/get_sources.py | .py | 6397d2b96d88f197 | 7.66 | 20 |
"""Spawn the Antigravity CLI (`agy`) and capture its plain-text output.
agy print mode uses Go-style flags:
agy -p "<prompt>" [--model <id>] [--continue | --new-project]
[--dangerously-skip-permissions] [--sandbox]
[--print-timeout <duration>]
Output is plain text/markdown on stdout; there is no stream-... | hah23255/agy-to-im | src/agy_runner.py | .py | 8a299359beeffa02 | 7.48 | 8 |
"""HTTP health/metrics endpoint — zero-dependency asyncio server."""
from __future__ import annotations
import asyncio
import gc
import json
import os
import time
HEALTH_HOST = "127.0.0.1"
HEALTH_PORT = int(os.environ.get("AGY_BRIDGE_HEALTH_PORT") or "9099")
# Self-restart if resident memory exceeds this threshold (b... | hah23255/agy-to-im | src/health.py | .py | 22344d660f96f0e4 | 7.48 | 8 |
#!/usr/bin/env python3
"""Graphify & Google OKF (Open Knowledge Format) v0.1 Integration Proof-of-Concept.
This script implements both:
1. An Exporter: Turns Graphify's graph.json (NetworkX node-link data) into a
strictly compliant OKF v0.1 bundle.
2. An Extractor: Reads an OKF v0.1 bundle and reconstructs a Graphi... | hah23255/agy-to-im | src/okf_exporter.py | .py | 6bba61a4e872b8bb | 7.48 | 8 |
"""Turn queue — FIFO async queue for multi-user concurrency."""
from __future__ import annotations
import asyncio
import logging
from dataclasses import dataclass, field
from typing import TYPE_CHECKING
if TYPE_CHECKING:
from src.telegram import InboundMessage
LOG = logging.getLogger("antigravity_telegram_bridge... | hah23255/agy-to-im | src/queue.py | .py | 45ced4946131840c | 7.48 | 8 |
"""Atomic JSON-backed bridge state at ~/.antigravity/bridge/state.json.
Per-chat state tracks the chat working directory, whether a session exists,
model/mode overrides, and turn count. agy resumes sessions by cwd/project,
so we do not store opaque session UUIDs.
"""
from __future__ import annotations
import json
imp... | hah23255/agy-to-im | src/state.py | .py | 0fb559a4fcd3a286 | 7.48 | 8 |
"""Shared pytest fixtures."""
from __future__ import annotations
import json
from pathlib import Path
from typing import Any
import pytest
@pytest.fixture
def sample_config_dict() -> dict[str, Any]:
"""A valid config.json structure used across tests."""
return {
"telegram": {
"bot_token"... | hah23255/agy-to-im | tests/conftest.py | .py | 00a2d03784f9d7e6 | 7.98 | 8 |
# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
"""
Backbone modules.
"""
from collections import OrderedDict
import torch
import torch.nn.functional as F
import torchvision
from torch import nn
from torchvision.models._utils import IntermediateLayerGetter
from typing import Dict, List
from exa... | imitator-game/The-Imitator-Game | examples/baselines/act/act/detr/backbone.py | .py | ec282d53572a37de | 7.42 | 6 |
# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
"""
Various positional encodings for the transformer.
"""
import math
import torch
from torch import nn
from examples.baselines.act.act.utils import NestedTensor
import IPython
e = IPython.embed
class PositionEmbeddingSine(nn.Module):
"""
... | imitator-game/The-Imitator-Game | examples/baselines/act/act/detr/position_encoding.py | .py | f50ae801476485ca | 7.42 | 6 |
# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
"""
Backbone modules.
"""
from collections import OrderedDict
import torch
import torch.nn.functional as F
import torchvision
from torch import nn
from torchvision.models._utils import IntermediateLayerGetter
from typing import Dict, List
from exa... | imitator-game/The-Imitator-Game | examples/baselines/act/act/detr_video/backbone.py | .py | 11c043477d7c0c5a | 7.42 | 6 |
import os
from typing import Optional
import gymnasium as gym
import mani_skill.envs
from mani_skill.utils import gym_utils
from mani_skill.utils.wrappers import CPUGymWrapper, FrameStack, RecordEpisode
from mani_skill.vector.wrappers.gymnasium import ManiSkillVectorEnv
_L_ENV_VAR_MAP = {
"L1": "MANI_SKILL_L1",
... | imitator-game/The-Imitator-Game | examples/baselines/act/act/make_env.py | .py | 4ede91b2f19a9962 | 7.42 | 6 |
from torch.utils.data.sampler import Sampler
import numpy as np
import torch
import torch.distributed as dist
from torch import Tensor
from h5py import File, Group, Dataset
from typing import Optional
class NestedTensor(object):
def __init__(self, tensors, mask: Optional[Tensor]):
self.tensors = tensors
... | imitator-game/The-Imitator-Game | examples/baselines/act/act/utils.py | .py | 8eeb4ba27acbcbd0 | 7.42 | 6 |
#@markdown ### **Network**
#@markdown
#@markdown Defines a 1D UNet architecture `ConditionalUnet1D`
#@markdown as the noies prediction network
#@markdown
#@markdown Components
#@markdown - `SinusoidalPosEmb` Positional encoding for the diffusion iteration k
#@markdown - `Downsample1d` Strided convolution to reduce temp... | imitator-game/The-Imitator-Game | examples/baselines/diffusion_policy/diffusion_policy/conditional_unet1d.py | .py | 96b81b1a0df65f1b | 7.42 | 6 |
import os
from typing import Optional
import gymnasium as gym
import mani_skill.envs
from mani_skill.utils import gym_utils
from mani_skill.utils.wrappers import CPUGymWrapper, FrameStack, RecordEpisode
from mani_skill.vector.wrappers.gymnasium import ManiSkillVectorEnv
_L_ENV_VAR_MAP = {
"L1": "MANI_SKILL_L1",
... | imitator-game/The-Imitator-Game | examples/baselines/diffusion_policy/diffusion_policy/make_env.py | .py | fed1562d477963c9 | 7.42 | 6 |
import numpy as np
import torch
import torch.nn as nn
import torch.nn.functional as F
from gymnasium import spaces
from h5py import Dataset, File, Group
from torch.utils.data.sampler import Sampler
class IterationBasedBatchSampler(Sampler):
"""Wraps a BatchSampler.
Resampling from it until a specified number ... | imitator-game/The-Imitator-Game | examples/baselines/diffusion_policy/diffusion_policy/utils.py | .py | 6a9f82e06b596060 | 7.42 | 6 |
from dataclasses import dataclass, field
import json
from pathlib import Path
from typing import List, Optional
import yaml
from gr00t.data.types import ActionConfig, ActionFormat, ActionRepresentation, ActionType
from .data.data_config import DataConfig, SingleDatasetConfig
from .model import create_model_union_typ... | imitator-game/The-Imitator-Game | examples/baselines/gr00t/gr00t/configs/base_config.py | .py | 20c66ddb2c7ee71a | 7.42 | 6 |
from dataclasses import dataclass, field
from typing import Any, List, Optional
from gr00t.data.types import ModalityConfig
from .embodiment_configs import MODALITY_CONFIGS
@dataclass
class SingleDatasetConfig:
"""Configuration for a single dataset in a mixed-training setup.
A list of these objects can be ... | imitator-game/The-Imitator-Game | examples/baselines/gr00t/gr00t/configs/data/data_config.py | .py | 0d6570a886a109ae | 7.42 | 6 |
from dataclasses import MISSING, asdict, dataclass, field, is_dataclass
from enum import Enum
import json
from pathlib import Path
import torch
from transformers import PretrainedConfig
from . import register_model_config
@dataclass
class Gr00tN1d6Config(PretrainedConfig):
"""Unified configuration for Gr00tN1d6... | imitator-game/The-Imitator-Game | examples/baselines/gr00t/gr00t/configs/model/gr00t_n1d6.py | .py | 7a061911e2d9f677 | 7.42 | 6 |
from pathlib import Path
from typing import Any
import numpy as np
import pandas as pd
from gr00t.data.interfaces import ShardedDataset
from gr00t.data.types import EmbodimentTag, MessageType, ModalityConfig, VLAStepData
from .lerobot_episode_loader import LeRobotEpisodeLoader
def extract_step_data(
episode_da... | imitator-game/The-Imitator-Game | examples/baselines/gr00t/gr00t/data/dataset/sharded_single_step_dataset.py | .py | 63f726d0dd49133e | 7.42 | 6 |
from functools import lru_cache
import logging
from google.cloud import logging as cloud_logging
_fallback = logging.getLogger("frankly-match")
# This logger carries the diagnostics that are no longer in the API response, so
# it needs its own handler at INFO. Without one it inherits the root logger's
# WARNING leve... | berkmancenter/frankly-match | api/logger.py | .py | eb23c98f28c69387 | 7.42 | 6 |
"""add_workflow_progress_table
Revision ID: 01a7c2a05b7d
Revises: 9dc9ecffd511
Create Date: 2026-01-08 17:00:25.854699
"""
from typing import Sequence, Union
from alembic import op
import sqlalchemy as sa
import sqlmodel
# revision identifiers, used by Alembic.
revision: str = "01a7c2a05b7d"
down_revision: Union[... | agencyenterprise/draft-detective | alembic/versions/01a7c2a05b7d_add_workflow_progress_table.py | .py | 7ef5b43bffb7019b | 7.65 | 19 |
"""add_project_to_workflow
Revision ID: 063d05606fe7
Revises: 1dc4e8fc4ced
Create Date: 2025-11-27 15:47:31.954730
"""
from typing import Sequence, Union
from alembic import op
import sqlalchemy as sa
import sqlmodel
# revision identifiers, used by Alembic.
revision: str = '063d05606fe7'
down_revision: Union[str, ... | agencyenterprise/draft-detective | alembic/versions/063d05606fe7_add_project_to_workflow.py | .py | 4acfbc56fef2be08 | 7.65 | 19 |
"""add_feedback_visibility_to_projects
Revision ID: 1cc768ae2623
Revises: 638a72046e37
Create Date: 2026-03-17 17:22:26.233764
"""
from typing import Sequence, Union
from alembic import op
import sqlalchemy as sa
import sqlmodel
# revision identifiers, used by Alembic.
revision: str = '1cc768ae2623'
down_revision:... | agencyenterprise/draft-detective | alembic/versions/1cc768ae2623_add_feedback_visibility_to_projects.py | .py | 74a75f4b4600f722 | 7.65 | 19 |
"""add start_line/end_line to issues
Revision ID: 1d6c512c344f
Revises: 3b1c8a9d2f04
Create Date: 2026-04-21 17:23:17.354495
"""
from typing import Sequence, Union
from alembic import op
import sqlalchemy as sa
import sqlmodel
# revision identifiers, used by Alembic.
revision: str = '1d6c512c344f'
down_revision: U... | agencyenterprise/draft-detective | alembic/versions/1d6c512c344f_add_start_line_end_line_to_issues.py | .py | 49a3c29dc773aba2 | 7.65 | 19 |
"""add_projects_table
Revision ID: 1dc4e8fc4ced
Revises: c6b3cc257d3c
Create Date: 2025-11-27 15:43:04.931642
"""
from typing import Sequence, Union
from alembic import op
import sqlalchemy as sa
import sqlmodel
# revision identifiers, used by Alembic.
revision: str = '1dc4e8fc4ced'
down_revision: Union[str, None]... | agencyenterprise/draft-detective | alembic/versions/1dc4e8fc4ced_add_projects_table.py | .py | a751bec73bf918af | 7.65 | 19 |
"""add workflow_runs.state_json
Revision ID: 1dea81b984c6
Revises: 6f5eebe4f144
Create Date: 2026-05-07 18:08:09.706906
"""
from typing import Sequence, Union
from alembic import op
import sqlalchemy as sa
import sqlmodel
from sqlalchemy.dialects import postgresql
# revision identifiers, used by Alembic.
revision: ... | agencyenterprise/draft-detective | alembic/versions/1dea81b984c6_add_workflow_runs_state_json.py | .py | dcd2c063e036f607 | 7.65 | 19 |
"""create_user_model
Revision ID: 1e1b703e2340
Revises: 8c26fdd2eb3a
Create Date: 2025-11-10 13:37:39.391812
"""
from typing import Sequence, Union
from alembic import op
import sqlalchemy as sa
import sqlmodel
from sqlalchemy.dialects import postgresql
# revision identifiers, used by Alembic.
revision: str = "1e1... | agencyenterprise/draft-detective | alembic/versions/1e1b703e2340_create_user_model.py | .py | 1a0bd1934dfe0660 | 7.65 | 19 |
"""add chat threads and messages
Revision ID: 2b4a61f4ed04
Revises: 1dea81b984c6
Create Date: 2026-07-30 17:58:25.582751
"""
from typing import Sequence, Union
from alembic import op
import sqlalchemy as sa
import sqlmodel
from sqlalchemy.dialects import postgresql
# revision identifiers, used by Alembic.
revision:... | agencyenterprise/draft-detective | alembic/versions/2b4a61f4ed04_add_chat_threads_and_messages.py | .py | 8c9d3b940f19d2e9 | 7.65 | 19 |
"""remove chunk_index from issues
Revision ID: 37ed5633d338
Revises: 472f945f19b5
Create Date: 2026-02-16 14:16:49.891318
"""
from typing import Sequence, Union
from alembic import op
import sqlalchemy as sa
import sqlmodel
# revision identifiers, used by Alembic.
revision: str = '37ed5633d338'
down_revision: Unio... | agencyenterprise/draft-detective | alembic/versions/37ed5633d338_remove_chunk_index_from_issues.py | .py | 469877ebb683fb4d | 7.65 | 19 |
"""add mcp_oauth_kv table for multi-pod OAuth state
Revision ID: 3b1c8a9d2f04
Revises: 8ece42fd6856
Create Date: 2026-04-20 00:00:00.000000
"""
from typing import Sequence, Union
from alembic import op
import sqlalchemy as sa
from sqlalchemy.dialects.postgresql import JSONB
# revision identifiers, used by Alembic.... | agencyenterprise/draft-detective | alembic/versions/3b1c8a9d2f04_add_mcp_oauth_kv_table.py | .py | 7ad8a31374393834 | 7.65 | 19 |
"""add show_experimental_features to users
Revision ID: 3f207b45e735
Revises: f6c0d2582e72
Create Date: 2026-01-30 15:38:31.102957
"""
from typing import Sequence, Union
from alembic import op
import sqlalchemy as sa
import sqlmodel
# revision identifiers, used by Alembic.
revision: str = "3f207b45e735"
down_revi... | agencyenterprise/draft-detective | alembic/versions/3f207b45e735_add_show_experimental_features_to_users.py | .py | 9ae11706f7a72b0e | 7.65 | 19 |
"""add_resolved_by_to_issues
Revision ID: 472f945f19b5
Revises: bc0838c50bec
Create Date: 2026-02-11 11:50:09.558770
"""
from typing import Sequence, Union
from alembic import op
import sqlalchemy as sa
import sqlmodel
from alembic_postgresql_enum import TableReference
# revision identifiers, used by Alembic.
revis... | agencyenterprise/draft-detective | alembic/versions/472f945f19b5_add_resolved_by_to_issues.py | .py | 147417525cfbff59 | 7.65 | 19 |
"""merge_share_links_and_files
Revision ID: 4da476c9a29e
Revises: a1b2c3d4e5f6, cdfa040a0771
Create Date: 2025-12-10 20:27:31.862486
"""
from typing import Sequence, Union
from alembic import op
import sqlalchemy as sa
import sqlmodel
# revision identifiers, used by Alembic.
revision: str = '4da476c9a29e'
down_rev... | agencyenterprise/draft-detective | alembic/versions/4da476c9a29e_merge_share_links_and_files.py | .py | a0a410886bdff42f | 7.65 | 19 |
"""app configs
Revision ID: 638a72046e37
Revises: 37ed5633d338
Create Date: 2026-03-12 18:07:56.620353
"""
from typing import Sequence, Union
from alembic import op
import sqlalchemy as sa
import sqlmodel
# revision identifiers, used by Alembic.
revision: str = '638a72046e37'
down_revision: Union[str, None] = '37e... | agencyenterprise/draft-detective | alembic/versions/638a72046e37_app_configs.py | .py | 47d63d531773f8b9 | 7.65 | 19 |
"""migrate_workflows_to_project
Revision ID: 67ccc59315f1
Revises: 063d05606fe7
Create Date: 2025-11-27 15:49:12.894428
"""
import uuid
from typing import Sequence, Union
from alembic import op
import sqlalchemy as sa
# revision identifiers, used by Alembic.
revision: str = "67ccc59315f1"
down_revision: Union[str... | agencyenterprise/draft-detective | alembic/versions/67ccc59315f1_migrate_workflows_to_project.py | .py | ce041e277f935e6d | 7.65 | 19 |
"""Add role column to users table
Revision ID: 6c803193cd23
Revises: 01a7c2a05b7d
Create Date: 2026-01-14 13:56:48.330768
"""
from typing import Sequence, Union
from alembic import op
import sqlalchemy as sa
import sqlmodel
from sqlalchemy.dialects import postgresql
# revision identifiers, used by Alembic.
revision... | agencyenterprise/draft-detective | alembic/versions/6c803193cd23_add_role_column_to_users_table.py | .py | 7b264a0ab103d4cc | 7.65 | 19 |
"""add workflow run failure + heartbeat fields
Revision ID: 6f5eebe4f144
Revises: f4ef6e0d9708
Create Date: 2026-05-04 10:54:20.375734
"""
from typing import Sequence, Union
from alembic import op
import sqlalchemy as sa
import sqlmodel
from alembic_postgresql_enum import TableReference
# revision identifiers, used... | agencyenterprise/draft-detective | alembic/versions/6f5eebe4f144_add_workflow_run_failure_heartbeat_.py | .py | 9572ea9940f3187d | 7.65 | 19 |
"""add_gin_indexes
Revision ID: 73cd1358c54c
Revises: b3d7e9f12a45
Create Date: 2026-03-23 12:54:47.214006
"""
from typing import Sequence, Union
from alembic import op
import sqlalchemy as sa
import sqlmodel
# revision identifiers, used by Alembic.
revision: str = '73cd1358c54c'
down_revision: Union[str, None] = ... | agencyenterprise/draft-detective | alembic/versions/73cd1358c54c_add_gin_indexes.py | .py | c51afa0073d40c0a | 7.65 | 19 |
"""switches to explicitely listing tools
Revision ID: 79eb938381a8
Revises: e8cd4f1f7766
Create Date: 2025-09-18 01:06:10.833732
"""
from typing import Sequence, Union
from alembic import op
import sqlalchemy as sa
import sqlmodel
from sqlalchemy.dialects import postgresql
# revision identifiers, used by Alembic.
r... | agencyenterprise/draft-detective | alembic/versions/79eb938381a8_switches_to_explicitely_listing_tools.py | .py | 108da53472592089 | 7.65 | 19 |
"""Add RAND role to UserRole enum
Revision ID: 88eae8d7e7a6
Revises: 3f207b45e735
Create Date: 2026-02-03 11:17:36.809746
"""
from typing import Sequence, Union
from alembic import op
import sqlalchemy as sa
import sqlmodel
from alembic_postgresql_enum import TableReference
# revision identifiers, used by Alembic.... | agencyenterprise/draft-detective | alembic/versions/88eae8d7e7a6_add_rand_role_to_userrole_enum.py | .py | eae4e3aa87f256fe | 7.65 | 19 |
"""add_started_and_completed_dates_to_workflow_ru
Revision ID: 8b28e2a42549
Revises: 8fed267f38a8
Create Date: 2026-03-30 15:12:11.553352
"""
from typing import Sequence, Union
from alembic import op
import sqlalchemy as sa
import sqlmodel
# revision identifiers, used by Alembic.
revision: str = '8b28e2a42549'
dow... | agencyenterprise/draft-detective | alembic/versions/8b28e2a42549_add_started_and_completed_dates_to_.py | .py | 1309dea3ef1b6391 | 7.65 | 19 |
"""add_feedback_table
Revision ID: 8c26fdd2eb3a
Revises: aa82a3711f86
Create Date: 2025-10-23 19:19:21.063621
"""
from typing import Sequence, Union
from alembic import op
import sqlalchemy as sa
import sqlmodel
from sqlalchemy.dialects import postgresql
# revision identifiers, used by Alembic.
revision: str = "8c... | agencyenterprise/draft-detective | alembic/versions/8c26fdd2eb3a_add_feedback_table.py | .py | 6b66cd21b21714c0 | 7.65 | 19 |
"""add rate_limiter_buckets
Revision ID: 8ece42fd6856
Revises: a03f3524ea71
Create Date: 2026-04-13 10:31:30.973227
"""
from typing import Sequence, Union
from alembic import op
import sqlalchemy as sa
import sqlmodel
# revision identifiers, used by Alembic.
revision: str = '8ece42fd6856'
down_revision: Union[str,... | agencyenterprise/draft-detective | alembic/versions/8ece42fd6856_add_rate_limiter_buckets.py | .py | d0222cf301e09efc | 7.65 | 19 |
"""add_cancelled_status_to_workflow
Revision ID: 8fed267f38a8
Revises: 73cd1358c54c
Create Date: 2026-03-27 10:08:34.393665
"""
from typing import Sequence, Union
from alembic import op
import sqlalchemy as sa
import sqlmodel
from alembic_postgresql_enum import TableReference
# revision identifiers, used by Alembic... | agencyenterprise/draft-detective | alembic/versions/8fed267f38a8_add_cancelled_status_to_workflow.py | .py | 9aa696e6905cadba | 7.65 | 19 |
"""add_type_to_workflow_run
Revision ID: 90b84d00bfda
Revises: c3fa401e821b
Create Date: 2025-11-28 13:41:51.727721
"""
from typing import Sequence, Union
from alembic import op
import sqlalchemy as sa
import sqlmodel
# revision identifiers, used by Alembic.
revision: str = "90b84d00bfda"
down_revision: Union[str... | agencyenterprise/draft-detective | alembic/versions/90b84d00bfda_add_type_to_workflow_run.py | .py | ea0bb7e2a0b07033 | 7.65 | 19 |
"""run_status
Revision ID: 98b0e22e71a6
Revises: 14c9a3334e1d
Create Date: 2025-09-26 15:05:49.876344
"""
from typing import Sequence, Union
from alembic import op
import sqlalchemy as sa
import sqlmodel
from sqlalchemy.dialects import postgresql
# revision identifiers, used by Alembic.
revision: str = '98b0e22e71a... | agencyenterprise/draft-detective | alembic/versions/98b0e22e71a6_run_status.py | .py | 975ce62eac2a3799 | 7.65 | 19 |
"""add_config_options_to_project_model
Revision ID: 9dc9ecffd511
Revises: 4da476c9a29e
Create Date: 2025-12-24 13:49:35.095903
"""
from typing import Sequence, Union
from alembic import op
import sqlalchemy as sa
import sqlmodel
# revision identifiers, used by Alembic.
revision: str = '9dc9ecffd511'
down_revision:... | agencyenterprise/draft-detective | alembic/versions/9dc9ecffd511_add_config_options_to_project_model.py | .py | 41eeb47762482811 | 7.65 | 19 |
"""add revision columns
Revision ID: a03f3524ea71
Revises: ddaeb39ae83a
Create Date: 2026-04-09 16:54:56.948481
"""
from typing import Sequence, Union
from alembic import op
import sqlalchemy as sa
import sqlmodel
# revision identifiers, used by Alembic.
revision: str = 'a03f3524ea71'
down_revision: Union[str, Non... | agencyenterprise/draft-detective | alembic/versions/a03f3524ea71_add_revision_columns.py | .py | 8bcf0033e214c1b7 | 7.65 | 19 |
"""add_share_links_table
Revision ID: a1b2c3d4e5f6
Revises: dc6d4f17b026
Create Date: 2025-12-08 10:00:00.000000
"""
from typing import Sequence, Union
from alembic import op
import sqlalchemy as sa
from sqlalchemy.dialects import postgresql
# revision identifiers, used by Alembic.
revision: str = "a1b2c3d4e5f6"
d... | agencyenterprise/draft-detective | alembic/versions/a1b2c3d4e5f6_add_share_links_table.py | .py | b005d46efce3acf4 | 7.65 | 19 |
"""teams sign-in state
Revision ID: ab0512d13ef0
Revises: 2b4a61f4ed04
Create Date: 2026-08-10 11:21:10.911008
"""
from typing import Sequence, Union
from alembic import op
import sqlalchemy as sa
import sqlmodel
from sqlalchemy.dialects import postgresql
# revision identifiers, used by Alembic.
revision: str = 'ab... | agencyenterprise/draft-detective | alembic/versions/ab0512d13ef0_teams_sign_in_state.py | .py | 48f85f7e4f734fd0 | 7.65 | 19 |
"""Add unique contraint to user email
Revision ID: aef5202a5521
Revises: 6c803193cd23
Create Date: 2026-01-14 15:16:14.744230
"""
from typing import Sequence, Union
from alembic import op
import sqlalchemy as sa
import sqlmodel
# revision identifiers, used by Alembic.
revision: str = "aef5202a5521"
down_revision:... | agencyenterprise/draft-detective | alembic/versions/aef5202a5521_add_unique_contraint_to_user_email.py | .py | 00ed1f622336ca51 | 7.65 | 19 |
"""add_pg_trgm_extension
Revision ID: b3d7e9f12a45
Revises: 1cc768ae2623
Create Date: 2026-03-23 00:00:00.000000
"""
from typing import Sequence, Union
from alembic import op
# revision identifiers, used by Alembic.
revision: str = "b3d7e9f12a45"
down_revision: Union[str, None] = "1cc768ae2623"
branch_labels: Uni... | agencyenterprise/draft-detective | alembic/versions/b3d7e9f12a45_add_pg_trgm_extension.py | .py | 0e1d40b7e89b5635 | 7.65 | 19 |
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