setting up bluesky firehose

.vscode/settings.json

@@ -40,6 +40,7 @@
     "cgroupdriver",
     "charliermarsh",
     "Checkpointing",
+    "cloudflared",
     "codellama",
     "codezombiech",
     "compactmode",
@@ -307,7 +308,6 @@
     "usernamehw",
     "userprefs",
     "vaninventory",
-    "vdev",
     "vfat",
     "victron",
     "virt",

common/global/nix.nix

@@ -34,7 +34,6 @@ in
       warn-dirty = false;
       flake-registry = ""; # disable global flake registries
       connect-timeout = 10;
-      download-buffer-size = 536870912;
       fallback = true;
     };
 

common/optional/syncthing_base.nix

@@ -12,7 +12,7 @@
       brain.id = "SSCGIPI-IV3VYKB-TRNIJE3-COV4T2H-CDBER7F-I2CGHYA-NWOEUDU-3T5QAAN"; # cspell:disable-line
       ipad.id = "KI76T3X-SFUGV2L-VSNYTKR-TSIUV5L-SHWD3HE-GQRGRCN-GY4UFMD-CW6Z6AX"; # cspell:disable-line
       jeeves.id = "ICRHXZW-ECYJCUZ-I4CZ64R-3XRK7CG-LL2HAAK-FGOHD22-BQA4AI6-5OAL6AG"; # cspell:disable-line
-      phone.id = "JPVQKQW-CFXOJXT-Q5G5F3H-QIDHDRE-GKHPTQB-GXZUQSP-U7FR7F7-INP3AAH"; # cspell:disable-line
+      phone.id = "TBRULKD-7DZPGGZ-F6LLB7J-MSO54AY-7KLPBIN-QOFK6PX-W2HBEWI-PHM2CQI"; # cspell:disable-line
       rhapsody-in-green.id = "ASL3KC4-3XEN6PA-7BQBRKE-A7JXLI6-DJT43BY-Q4WPOER-7UALUAZ-VTPQ6Q4"; # cspell:disable-line
     };
   };

flake.lock

@@ -8,11 +8,11 @@
       },
       "locked": {
         "dir": "pkgs/firefox-addons",
-        "lastModified": 1776398575,
+        "lastModified": 1773979456,
-        "narHash": "sha256-WArU6WOdWxzbzGqYk4w1Mucg+bw/SCl6MoSp+/cZMio=",
+        "narHash": "sha256-9kBMJ5IvxqNlkkj/swmE8uK1Sc7TL/LIRUI958m7uBM=",
         "owner": "rycee",
         "repo": "nur-expressions",
-        "rev": "05815686caf4e3678f5aeb5fd36e567886ab0d30",
+        "rev": "81e28f47ac18d9e89513929c77e711e657b64851",
         "type": "gitlab"
       },
       "original": {
@@ -29,11 +29,11 @@
         ]
       },
       "locked": {
-        "lastModified": 1776454077,
+        "lastModified": 1774007980,
-        "narHash": "sha256-7zSUFWsU0+jlD7WB3YAxQ84Z/iJurA5hKPm8EfEyGJk=",
+        "narHash": "sha256-FOnZjElEI8pqqCvB6K/1JRHTE8o4rer8driivTpq2uo=",
         "owner": "nix-community",
         "repo": "home-manager",
-        "rev": "565e5349208fe7d0831ef959103c9bafbeac0681",
+        "rev": "9670de2921812bc4e0452f6e3efd8c859696c183",
         "type": "github"
       },
       "original": {
@@ -44,11 +44,11 @@
     },
     "nixos-hardware": {
       "locked": {
-        "lastModified": 1775490113,
+        "lastModified": 1774018263,
-        "narHash": "sha256-2ZBhDNZZwYkRmefK5XLOusCJHnoeKkoN95hoSGgMxWM=",
+        "narHash": "sha256-HHYEwK1A22aSaxv2ibhMMkKvrDGKGlA/qObG4smrSqc=",
         "owner": "nixos",
         "repo": "nixos-hardware",
-        "rev": "c775c2772ba56e906cbeb4e0b2db19079ef11ff7",
+        "rev": "2d4b4717b2534fad5c715968c1cece04a172b365",
         "type": "github"
       },
       "original": {
@@ -60,11 +60,11 @@
     },
     "nixpkgs": {
       "locked": {
-        "lastModified": 1776169885,
+        "lastModified": 1773821835,
-        "narHash": "sha256-l/iNYDZ4bGOAFQY2q8y5OAfBBtrDAaPuRQqWaFHVRXM=",
+        "narHash": "sha256-TJ3lSQtW0E2JrznGVm8hOQGVpXjJyXY2guAxku2O9A4=",
         "owner": "nixos",
         "repo": "nixpkgs",
-        "rev": "4bd9165a9165d7b5e33ae57f3eecbcb28fb231c9",
+        "rev": "b40629efe5d6ec48dd1efba650c797ddbd39ace0",
         "type": "github"
       },
       "original": {
@@ -76,11 +76,11 @@
     },
     "nixpkgs-master": {
       "locked": {
-        "lastModified": 1776469842,
+        "lastModified": 1774051532,
-        "narHash": "sha256-sqzM6PKMQoGk8Sl+uv2sbP1qiS2SPQhA2yn5zgZINMc=",
+        "narHash": "sha256-d3CGMweyYIcPuTj5BKq+1Lx4zwlgL31nVtN647tOZKo=",
         "owner": "nixos",
         "repo": "nixpkgs",
-        "rev": "025c852a89be820b3117f604c8ace42e9b4caa08",
+        "rev": "8620c0b5cc8fbe76502442181be1d0514bc3a1b7",
         "type": "github"
       },
       "original": {
@@ -125,11 +125,11 @@
         ]
       },
       "locked": {
-        "lastModified": 1776119890,
+        "lastModified": 1773889674,
-        "narHash": "sha256-Zm6bxLNnEOYuS/SzrAGsYuXSwk3cbkRQZY0fJnk8a5M=",
+        "narHash": "sha256-+ycaiVAk3MEshJTg35cBTUa0MizGiS+bgpYw/f8ohkg=",
         "owner": "Mic92",
         "repo": "sops-nix",
-        "rev": "d4971dd58c6627bfee52a1ad4237637c0a2fb0cd",
+        "rev": "29b6519f3e0780452bca0ac0be4584f04ac16cc5",
         "type": "github"
       },
       "original": {

overlays/default.nix

@@ -21,9 +21,9 @@
         alembic
         apprise
         apscheduler
+        confluent-kafka
         fastapi
         fastapi-cli
-        faster-whisper
         httpx
         mypy
         orjson

pyproject.toml

@@ -26,7 +26,6 @@ dependencies = [
 [project.scripts]
 database = "python.database_cli:app"
 van-inventory = "python.van_inventory.main:serve"
-whisper-transcribe = "python.tools.whisper.transcribe:main"
 
 [dependency-groups]
 dev = [
@@ -51,7 +50,6 @@ lint.ignore = [
     "COM812", # (TEMP) conflicts when used with the formatter
     "ISC001", # (TEMP) conflicts when used with the formatter
     "S603",   # (PERM) This is known to cause a false positive
-    "S607",   # (PERM) This is becoming a consistent annoyance
 ]
 
 [tool.ruff.lint.per-file-ignores]
@@ -80,7 +78,9 @@ lint.ignore = [
 "python/congress_tracker/**" = [
     "TC003", # (perm) this creates issues because sqlalchemy uses these at runtime
 ]
-
+"python/eval_warnings/**" = [
+    "S607", # (perm) gh and git are expected on PATH in the runner environment
+]
 "python/alembic/**" = [
     "INP001", # (perm) this creates LSP issues for alembic
 ]

python/alembic/data_science_dev/versions/2026_03_25-attach_partitions_to_posts.py

@@ -46,7 +46,12 @@ ALREADY_ATTACHED_QUERY = text("""
 def upgrade() -> None:
     """Attach all weekly partition tables to the posts parent table."""
     connection = op.get_bind()
-    already_attached = {row[0] for row in connection.execute(ALREADY_ATTACHED_QUERY, {"parent": f"{schema}.posts"})}
+    already_attached = {
+        row[0]
+        for row in connection.execute(
+            ALREADY_ATTACHED_QUERY, {"parent": f"{schema}.posts"}
+        )
+    }
 
     for year in range(PARTITION_START_YEAR, PARTITION_END_YEAR + 1):
         for week in range(1, iso_weeks_in_year(year) + 1):
@@ -69,4 +74,7 @@ def downgrade() -> None:
     for year in range(PARTITION_START_YEAR, PARTITION_END_YEAR + 1):
         for week in range(1, iso_weeks_in_year(year) + 1):
             table_name = f"posts_{year}_{week:02d}"
-            op.execute(f"ALTER TABLE {schema}.posts DETACH PARTITION {schema}.{table_name}")
+            op.execute(
+                f"ALTER TABLE {schema}.posts "
+                f"DETACH PARTITION {schema}.{table_name}"
+            )

python/alembic/data_science_dev/versions/2026_03_27-adding_congress_data_83bfc8af92d8.py

@@ -1,153 +0,0 @@
-"""adding congress data.
-
-Revision ID: 83bfc8af92d8
-Revises: a1b2c3d4e5f6
-Create Date: 2026-03-27 10:43:02.324510
-
-"""
-
-from __future__ import annotations
-
-from typing import TYPE_CHECKING
-
-import sqlalchemy as sa
-from alembic import op
-
-from python.orm import DataScienceDevBase
-
-if TYPE_CHECKING:
-    from collections.abc import Sequence
-
-# revision identifiers, used by Alembic.
-revision: str = "83bfc8af92d8"
-down_revision: str | None = "a1b2c3d4e5f6"
-branch_labels: str | Sequence[str] | None = None
-depends_on: str | Sequence[str] | None = None
-
-schema = DataScienceDevBase.schema_name
-
-
-def upgrade() -> None:
-    """Upgrade."""
-    # ### commands auto generated by Alembic - please adjust! ###
-    op.create_table(
-        "bill",
-        sa.Column("congress", sa.Integer(), nullable=False),
-        sa.Column("bill_type", sa.String(), nullable=False),
-        sa.Column("number", sa.Integer(), nullable=False),
-        sa.Column("title", sa.String(), nullable=True),
-        sa.Column("title_short", sa.String(), nullable=True),
-        sa.Column("official_title", sa.String(), nullable=True),
-        sa.Column("status", sa.String(), nullable=True),
-        sa.Column("status_at", sa.Date(), nullable=True),
-        sa.Column("sponsor_bioguide_id", sa.String(), nullable=True),
-        sa.Column("subjects_top_term", sa.String(), nullable=True),
-        sa.Column("id", sa.Integer(), nullable=False),
-        sa.Column("created", sa.DateTime(timezone=True), server_default=sa.text("now()"), nullable=False),
-        sa.Column("updated", sa.DateTime(timezone=True), server_default=sa.text("now()"), nullable=False),
-        sa.PrimaryKeyConstraint("id", name=op.f("pk_bill")),
-        sa.UniqueConstraint("congress", "bill_type", "number", name="uq_bill_congress_type_number"),
-        schema=schema,
-    )
-    op.create_index("ix_bill_congress", "bill", ["congress"], unique=False, schema=schema)
-    op.create_table(
-        "legislator",
-        sa.Column("bioguide_id", sa.Text(), nullable=False),
-        sa.Column("thomas_id", sa.String(), nullable=True),
-        sa.Column("lis_id", sa.String(), nullable=True),
-        sa.Column("govtrack_id", sa.Integer(), nullable=True),
-        sa.Column("opensecrets_id", sa.String(), nullable=True),
-        sa.Column("fec_ids", sa.String(), nullable=True),
-        sa.Column("first_name", sa.String(), nullable=False),
-        sa.Column("last_name", sa.String(), nullable=False),
-        sa.Column("official_full_name", sa.String(), nullable=True),
-        sa.Column("nickname", sa.String(), nullable=True),
-        sa.Column("birthday", sa.Date(), nullable=True),
-        sa.Column("gender", sa.String(), nullable=True),
-        sa.Column("current_party", sa.String(), nullable=True),
-        sa.Column("current_state", sa.String(), nullable=True),
-        sa.Column("current_district", sa.Integer(), nullable=True),
-        sa.Column("current_chamber", sa.String(), nullable=True),
-        sa.Column("id", sa.Integer(), nullable=False),
-        sa.Column("created", sa.DateTime(timezone=True), server_default=sa.text("now()"), nullable=False),
-        sa.Column("updated", sa.DateTime(timezone=True), server_default=sa.text("now()"), nullable=False),
-        sa.PrimaryKeyConstraint("id", name=op.f("pk_legislator")),
-        schema=schema,
-    )
-    op.create_index(op.f("ix_legislator_bioguide_id"), "legislator", ["bioguide_id"], unique=True, schema=schema)
-    op.create_table(
-        "bill_text",
-        sa.Column("bill_id", sa.Integer(), nullable=False),
-        sa.Column("version_code", sa.String(), nullable=False),
-        sa.Column("version_name", sa.String(), nullable=True),
-        sa.Column("text_content", sa.String(), nullable=True),
-        sa.Column("date", sa.Date(), nullable=True),
-        sa.Column("id", sa.Integer(), nullable=False),
-        sa.Column("created", sa.DateTime(timezone=True), server_default=sa.text("now()"), nullable=False),
-        sa.Column("updated", sa.DateTime(timezone=True), server_default=sa.text("now()"), nullable=False),
-        sa.ForeignKeyConstraint(
-            ["bill_id"], [f"{schema}.bill.id"], name=op.f("fk_bill_text_bill_id_bill"), ondelete="CASCADE"
-        ),
-        sa.PrimaryKeyConstraint("id", name=op.f("pk_bill_text")),
-        sa.UniqueConstraint("bill_id", "version_code", name="uq_bill_text_bill_id_version_code"),
-        schema=schema,
-    )
-    op.create_table(
-        "vote",
-        sa.Column("congress", sa.Integer(), nullable=False),
-        sa.Column("chamber", sa.String(), nullable=False),
-        sa.Column("session", sa.Integer(), nullable=False),
-        sa.Column("number", sa.Integer(), nullable=False),
-        sa.Column("vote_type", sa.String(), nullable=True),
-        sa.Column("question", sa.String(), nullable=True),
-        sa.Column("result", sa.String(), nullable=True),
-        sa.Column("result_text", sa.String(), nullable=True),
-        sa.Column("vote_date", sa.Date(), nullable=False),
-        sa.Column("yea_count", sa.Integer(), nullable=True),
-        sa.Column("nay_count", sa.Integer(), nullable=True),
-        sa.Column("not_voting_count", sa.Integer(), nullable=True),
-        sa.Column("present_count", sa.Integer(), nullable=True),
-        sa.Column("bill_id", sa.Integer(), nullable=True),
-        sa.Column("id", sa.Integer(), nullable=False),
-        sa.Column("created", sa.DateTime(timezone=True), server_default=sa.text("now()"), nullable=False),
-        sa.Column("updated", sa.DateTime(timezone=True), server_default=sa.text("now()"), nullable=False),
-        sa.ForeignKeyConstraint(["bill_id"], [f"{schema}.bill.id"], name=op.f("fk_vote_bill_id_bill")),
-        sa.PrimaryKeyConstraint("id", name=op.f("pk_vote")),
-        sa.UniqueConstraint("congress", "chamber", "session", "number", name="uq_vote_congress_chamber_session_number"),
-        schema=schema,
-    )
-    op.create_index("ix_vote_congress_chamber", "vote", ["congress", "chamber"], unique=False, schema=schema)
-    op.create_index("ix_vote_date", "vote", ["vote_date"], unique=False, schema=schema)
-    op.create_table(
-        "vote_record",
-        sa.Column("vote_id", sa.Integer(), nullable=False),
-        sa.Column("legislator_id", sa.Integer(), nullable=False),
-        sa.Column("position", sa.String(), nullable=False),
-        sa.ForeignKeyConstraint(
-            ["legislator_id"],
-            [f"{schema}.legislator.id"],
-            name=op.f("fk_vote_record_legislator_id_legislator"),
-            ondelete="CASCADE",
-        ),
-        sa.ForeignKeyConstraint(
-            ["vote_id"], [f"{schema}.vote.id"], name=op.f("fk_vote_record_vote_id_vote"), ondelete="CASCADE"
-        ),
-        sa.PrimaryKeyConstraint("vote_id", "legislator_id", name=op.f("pk_vote_record")),
-        schema=schema,
-    )
-    # ### end Alembic commands ###
-
-
-def downgrade() -> None:
-    """Downgrade."""
-    # ### commands auto generated by Alembic - please adjust! ###
-    op.drop_table("vote_record", schema=schema)
-    op.drop_index("ix_vote_date", table_name="vote", schema=schema)
-    op.drop_index("ix_vote_congress_chamber", table_name="vote", schema=schema)
-    op.drop_table("vote", schema=schema)
-    op.drop_table("bill_text", schema=schema)
-    op.drop_index(op.f("ix_legislator_bioguide_id"), table_name="legislator", schema=schema)
-    op.drop_table("legislator", schema=schema)
-    op.drop_index("ix_bill_congress", table_name="bill", schema=schema)
-    op.drop_table("bill", schema=schema)
-    # ### end Alembic commands ###

python/alembic/data_science_dev/versions/2026_03_29-adding_legislatorsocialmedia_5cd7eee3549d.py

@@ -1,58 +0,0 @@
-"""adding LegislatorSocialMedia.
-
-Revision ID: 5cd7eee3549d
-Revises: 83bfc8af92d8
-Create Date: 2026-03-29 11:53:44.224799
-
-"""
-
-from __future__ import annotations
-
-from typing import TYPE_CHECKING
-
-import sqlalchemy as sa
-from alembic import op
-
-from python.orm import DataScienceDevBase
-
-if TYPE_CHECKING:
-    from collections.abc import Sequence
-
-# revision identifiers, used by Alembic.
-revision: str = "5cd7eee3549d"
-down_revision: str | None = "83bfc8af92d8"
-branch_labels: str | Sequence[str] | None = None
-depends_on: str | Sequence[str] | None = None
-
-schema = DataScienceDevBase.schema_name
-
-
-def upgrade() -> None:
-    """Upgrade."""
-    # ### commands auto generated by Alembic - please adjust! ###
-    op.create_table(
-        "legislator_social_media",
-        sa.Column("legislator_id", sa.Integer(), nullable=False),
-        sa.Column("platform", sa.String(), nullable=False),
-        sa.Column("account_name", sa.String(), nullable=False),
-        sa.Column("url", sa.String(), nullable=True),
-        sa.Column("source", sa.String(), nullable=False),
-        sa.Column("id", sa.Integer(), nullable=False),
-        sa.Column("created", sa.DateTime(timezone=True), server_default=sa.text("now()"), nullable=False),
-        sa.Column("updated", sa.DateTime(timezone=True), server_default=sa.text("now()"), nullable=False),
-        sa.ForeignKeyConstraint(
-            ["legislator_id"],
-            [f"{schema}.legislator.id"],
-            name=op.f("fk_legislator_social_media_legislator_id_legislator"),
-        ),
-        sa.PrimaryKeyConstraint("id", name=op.f("pk_legislator_social_media")),
-        schema=schema,
-    )
-    # ### end Alembic commands ###
-
-
-def downgrade() -> None:
-    """Downgrade."""
-    # ### commands auto generated by Alembic - please adjust! ###
-    op.drop_table("legislator_social_media", schema=schema)
-    # ### end Alembic commands ###

python/alembic/env.py

@@ -3,6 +3,7 @@
 from __future__ import annotations
 
 import logging
+import re
 import sys
 from pathlib import Path
 from typing import TYPE_CHECKING, Any, Literal

python/alembic/richie/versions/2026_03_29-removed_ds_table_from_richie_db_c8a794340928.py

@@ -1,187 +0,0 @@
-"""removed ds table from richie DB.
-
-Revision ID: c8a794340928
-Revises: 6b275323f435
-Create Date: 2026-03-29 15:29:23.643146
-
-"""
-
-from __future__ import annotations
-
-from typing import TYPE_CHECKING
-
-import sqlalchemy as sa
-from alembic import op
-from sqlalchemy.dialects import postgresql
-
-from python.orm import RichieBase
-
-if TYPE_CHECKING:
-    from collections.abc import Sequence
-
-# revision identifiers, used by Alembic.
-revision: str = "c8a794340928"
-down_revision: str | None = "6b275323f435"
-branch_labels: str | Sequence[str] | None = None
-depends_on: str | Sequence[str] | None = None
-
-schema = RichieBase.schema_name
-
-
-def upgrade() -> None:
-    """Upgrade."""
-    # ### commands auto generated by Alembic - please adjust! ###
-    op.drop_table("vote_record", schema=schema)
-    op.drop_index(op.f("ix_vote_congress_chamber"), table_name="vote", schema=schema)
-    op.drop_index(op.f("ix_vote_date"), table_name="vote", schema=schema)
-    op.drop_index(op.f("ix_legislator_bioguide_id"), table_name="legislator", schema=schema)
-    op.drop_table("legislator", schema=schema)
-    op.drop_table("vote", schema=schema)
-    op.drop_index(op.f("ix_bill_congress"), table_name="bill", schema=schema)
-    op.drop_table("bill", schema=schema)
-    # ### end Alembic commands ###
-
-
-def downgrade() -> None:
-    """Downgrade."""
-    # ### commands auto generated by Alembic - please adjust! ###
-    op.create_table(
-        "vote",
-        sa.Column("congress", sa.INTEGER(), autoincrement=False, nullable=False),
-        sa.Column("chamber", sa.VARCHAR(), autoincrement=False, nullable=False),
-        sa.Column("session", sa.INTEGER(), autoincrement=False, nullable=False),
-        sa.Column("number", sa.INTEGER(), autoincrement=False, nullable=False),
-        sa.Column("vote_type", sa.VARCHAR(), autoincrement=False, nullable=True),
-        sa.Column("question", sa.VARCHAR(), autoincrement=False, nullable=True),
-        sa.Column("result", sa.VARCHAR(), autoincrement=False, nullable=True),
-        sa.Column("result_text", sa.VARCHAR(), autoincrement=False, nullable=True),
-        sa.Column("vote_date", sa.DATE(), autoincrement=False, nullable=False),
-        sa.Column("yea_count", sa.INTEGER(), autoincrement=False, nullable=True),
-        sa.Column("nay_count", sa.INTEGER(), autoincrement=False, nullable=True),
-        sa.Column("not_voting_count", sa.INTEGER(), autoincrement=False, nullable=True),
-        sa.Column("present_count", sa.INTEGER(), autoincrement=False, nullable=True),
-        sa.Column("bill_id", sa.INTEGER(), autoincrement=False, nullable=True),
-        sa.Column("id", sa.INTEGER(), autoincrement=True, nullable=False),
-        sa.Column(
-            "created",
-            postgresql.TIMESTAMP(timezone=True),
-            server_default=sa.text("now()"),
-            autoincrement=False,
-            nullable=False,
-        ),
-        sa.Column(
-            "updated",
-            postgresql.TIMESTAMP(timezone=True),
-            server_default=sa.text("now()"),
-            autoincrement=False,
-            nullable=False,
-        ),
-        sa.ForeignKeyConstraint(["bill_id"], [f"{schema}.bill.id"], name=op.f("fk_vote_bill_id_bill")),
-        sa.PrimaryKeyConstraint("id", name=op.f("pk_vote")),
-        sa.UniqueConstraint(
-            "congress",
-            "chamber",
-            "session",
-            "number",
-            name=op.f("uq_vote_congress_chamber_session_number"),
-            postgresql_include=[],
-            postgresql_nulls_not_distinct=False,
-        ),
-        schema=schema,
-    )
-    op.create_index(op.f("ix_vote_date"), "vote", ["vote_date"], unique=False, schema=schema)
-    op.create_index(op.f("ix_vote_congress_chamber"), "vote", ["congress", "chamber"], unique=False, schema=schema)
-    op.create_table(
-        "vote_record",
-        sa.Column("vote_id", sa.INTEGER(), autoincrement=False, nullable=False),
-        sa.Column("legislator_id", sa.INTEGER(), autoincrement=False, nullable=False),
-        sa.Column("position", sa.VARCHAR(), autoincrement=False, nullable=False),
-        sa.ForeignKeyConstraint(
-            ["legislator_id"],
-            [f"{schema}.legislator.id"],
-            name=op.f("fk_vote_record_legislator_id_legislator"),
-            ondelete="CASCADE",
-        ),
-        sa.ForeignKeyConstraint(
-            ["vote_id"], [f"{schema}.vote.id"], name=op.f("fk_vote_record_vote_id_vote"), ondelete="CASCADE"
-        ),
-        sa.PrimaryKeyConstraint("vote_id", "legislator_id", name=op.f("pk_vote_record")),
-        schema=schema,
-    )
-    op.create_table(
-        "legislator",
-        sa.Column("bioguide_id", sa.TEXT(), autoincrement=False, nullable=False),
-        sa.Column("thomas_id", sa.VARCHAR(), autoincrement=False, nullable=True),
-        sa.Column("lis_id", sa.VARCHAR(), autoincrement=False, nullable=True),
-        sa.Column("govtrack_id", sa.INTEGER(), autoincrement=False, nullable=True),
-        sa.Column("opensecrets_id", sa.VARCHAR(), autoincrement=False, nullable=True),
-        sa.Column("fec_ids", sa.VARCHAR(), autoincrement=False, nullable=True),
-        sa.Column("first_name", sa.VARCHAR(), autoincrement=False, nullable=False),
-        sa.Column("last_name", sa.VARCHAR(), autoincrement=False, nullable=False),
-        sa.Column("official_full_name", sa.VARCHAR(), autoincrement=False, nullable=True),
-        sa.Column("nickname", sa.VARCHAR(), autoincrement=False, nullable=True),
-        sa.Column("birthday", sa.DATE(), autoincrement=False, nullable=True),
-        sa.Column("gender", sa.VARCHAR(), autoincrement=False, nullable=True),
-        sa.Column("current_party", sa.VARCHAR(), autoincrement=False, nullable=True),
-        sa.Column("current_state", sa.VARCHAR(), autoincrement=False, nullable=True),
-        sa.Column("current_district", sa.INTEGER(), autoincrement=False, nullable=True),
-        sa.Column("current_chamber", sa.VARCHAR(), autoincrement=False, nullable=True),
-        sa.Column("id", sa.INTEGER(), autoincrement=True, nullable=False),
-        sa.Column(
-            "created",
-            postgresql.TIMESTAMP(timezone=True),
-            server_default=sa.text("now()"),
-            autoincrement=False,
-            nullable=False,
-        ),
-        sa.Column(
-            "updated",
-            postgresql.TIMESTAMP(timezone=True),
-            server_default=sa.text("now()"),
-            autoincrement=False,
-            nullable=False,
-        ),
-        sa.PrimaryKeyConstraint("id", name=op.f("pk_legislator")),
-        schema=schema,
-    )
-    op.create_index(op.f("ix_legislator_bioguide_id"), "legislator", ["bioguide_id"], unique=True, schema=schema)
-    op.create_table(
-        "bill",
-        sa.Column("congress", sa.INTEGER(), autoincrement=False, nullable=False),
-        sa.Column("bill_type", sa.VARCHAR(), autoincrement=False, nullable=False),
-        sa.Column("number", sa.INTEGER(), autoincrement=False, nullable=False),
-        sa.Column("title", sa.VARCHAR(), autoincrement=False, nullable=True),
-        sa.Column("title_short", sa.VARCHAR(), autoincrement=False, nullable=True),
-        sa.Column("official_title", sa.VARCHAR(), autoincrement=False, nullable=True),
-        sa.Column("status", sa.VARCHAR(), autoincrement=False, nullable=True),
-        sa.Column("status_at", sa.DATE(), autoincrement=False, nullable=True),
-        sa.Column("sponsor_bioguide_id", sa.VARCHAR(), autoincrement=False, nullable=True),
-        sa.Column("subjects_top_term", sa.VARCHAR(), autoincrement=False, nullable=True),
-        sa.Column("id", sa.INTEGER(), autoincrement=True, nullable=False),
-        sa.Column(
-            "created",
-            postgresql.TIMESTAMP(timezone=True),
-            server_default=sa.text("now()"),
-            autoincrement=False,
-            nullable=False,
-        ),
-        sa.Column(
-            "updated",
-            postgresql.TIMESTAMP(timezone=True),
-            server_default=sa.text("now()"),
-            autoincrement=False,
-            nullable=False,
-        ),
-        sa.PrimaryKeyConstraint("id", name=op.f("pk_bill")),
-        sa.UniqueConstraint(
-            "congress",
-            "bill_type",
-            "number",
-            name=op.f("uq_bill_congress_type_number"),
-            postgresql_include=[],
-            postgresql_nulls_not_distinct=False,
-        ),
-        schema=schema,
-    )
-    op.create_index(op.f("ix_bill_congress"), "bill", ["congress"], unique=False, schema=schema)
-    # ### end Alembic commands ###

python/data_science/bluesky_ids.py

@@ -0,0 +1,104 @@
+"""Utilities for converting Bluesky identifiers to numeric database IDs.
+
+Handles DID-to-user_id hashing, TID-to-post_id decoding, and AT-URI parsing.
+"""
+
+from __future__ import annotations
+
+import hashlib
+
+TID_CHARSET = "234567abcdefghijklmnopqrstuvwxyz"
+_TID_LENGTH = 13
+_BIGINT_MASK = 0x7FFFFFFFFFFFFFFF
+_AT_URI_SEGMENT_COUNT = 3
+
+
+def did_to_user_id(did: str) -> int:
+    """Convert a DID string to a deterministic 63-bit integer for user_id.
+
+    Uses SHA-256, truncated to 63 bits (positive signed BigInteger range).
+    Collision probability is negligible at Bluesky's scale (~tens of millions of users).
+
+    Args:
+        did: A Bluesky DID string, e.g. "did:plc:abc123".
+
+    Returns:
+        A positive 63-bit integer suitable for BigInteger storage.
+    """
+    digest = hashlib.sha256(did.encode()).digest()
+    return int.from_bytes(digest[:8], "big") & _BIGINT_MASK
+
+
+def tid_to_integer(tid: str) -> int:
+    """Decode a Bluesky TID (base32-sortbase) into a 64-bit integer for post_id.
+
+    TIDs are 13-character, base32-sortbase encoded identifiers that encode a
+    microsecond timestamp plus a clock ID. They are globally unique by construction.
+
+    Args:
+        tid: A 13-character TID string, e.g. "3abc2defghijk".
+
+    Returns:
+        A positive integer suitable for BigInteger storage.
+
+    Raises:
+        ValueError: If the TID is malformed (wrong length or invalid characters).
+    """
+    if len(tid) != _TID_LENGTH:
+        message = f"TID must be {_TID_LENGTH} characters, got {len(tid)}: {tid!r}"
+        raise ValueError(message)
+
+    result = 0
+    for char in tid:
+        index = TID_CHARSET.find(char)
+        if index == -1:
+            message = f"Invalid character {char!r} in TID {tid!r}"
+            raise ValueError(message)
+        result = result * 32 + index
+    return result
+
+
+def parse_at_uri(uri: str) -> tuple[str, str, str]:
+    """Parse an AT-URI into its components.
+
+    Args:
+        uri: An AT-URI string, e.g. "at://did:plc:abc123/app.bsky.feed.post/3abc2defghijk".
+
+    Returns:
+        A tuple of (did, collection, rkey).
+
+    Raises:
+        ValueError: If the URI doesn't have the expected format.
+    """
+    stripped = uri.removeprefix("at://")
+    parts = stripped.split("/", maxsplit=2)
+    if len(parts) != _AT_URI_SEGMENT_COUNT:
+        message = f"Expected {_AT_URI_SEGMENT_COUNT} path segments in AT-URI, got {len(parts)}: {uri!r}"
+        raise ValueError(message)
+    return parts[0], parts[1], parts[2]
+
+
+def post_id_from_uri(uri: str) -> int:
+    """Extract and decode the post_id (TID) from an AT-URI.
+
+    Args:
+        uri: An AT-URI pointing to a post.
+
+    Returns:
+        The post_id as an integer.
+    """
+    _did, _collection, rkey = parse_at_uri(uri)
+    return tid_to_integer(rkey)
+
+
+def user_id_from_uri(uri: str) -> int:
+    """Extract and hash the user_id (DID) from an AT-URI.
+
+    Args:
+        uri: An AT-URI pointing to a post.
+
+    Returns:
+        The user_id as an integer.
+    """
+    did, _collection, _rkey = parse_at_uri(uri)
+    return did_to_user_id(did)

python/data_science/bluesky_transform.py

@@ -0,0 +1,143 @@
+"""Transform Bluesky Jetstream messages into rows matching the Posts table schema."""
+
+from __future__ import annotations
+
+import json
+import logging
+from datetime import datetime
+
+from python.data_science.bluesky_ids import (
+    did_to_user_id,
+    post_id_from_uri,
+    tid_to_integer,
+    user_id_from_uri,
+)
+
+logger = logging.getLogger(__name__)
+
+INSTANCE = "bsky"
+POST_COLLECTION = "app.bsky.feed.post"
+EMBED_RECORD_TYPE = "app.bsky.embed.record"
+EMBED_RECORD_WITH_MEDIA_TYPE = "app.bsky.embed.recordWithMedia"
+
+
+def transform_jetstream_post(message: dict) -> dict:
+    """Transform a Jetstream commit message into a dict matching Posts table columns.
+
+    Expects a Jetstream message with kind=commit, operation=create,
+    collection=app.bsky.feed.post.
+
+    Args:
+        message: The full Jetstream JSON message.
+
+    Returns:
+        A dict with keys matching the Posts table columns.
+    """
+    did = message["did"]
+    commit = message["commit"]
+    record = commit["record"]
+
+    row: dict = {
+        "post_id": tid_to_integer(commit["rkey"]),
+        "user_id": did_to_user_id(did),
+        "instance": INSTANCE,
+        "date": datetime.fromisoformat(record["createdAt"]),
+        "text": record.get("text", ""),
+        "langs": _extract_langs(record),
+        "like_count": 0,
+        "reply_count": 0,
+        "repost_count": 0,
+        "reply_to": None,
+        "replied_author": None,
+        "thread_root": None,
+        "thread_root_author": None,
+        "repost_from": None,
+        "reposted_author": None,
+        "quotes": None,
+        "quoted_author": None,
+        "labels": _extract_labels(record),
+        "sent_label": None,
+        "sent_score": None,
+    }
+
+    _extract_reply_refs(record, row)
+    _extract_quote_refs(record, row)
+
+    return row
+
+
+def is_post_create(message: dict) -> bool:
+    """Check if a Jetstream message is a post creation event.
+
+    Args:
+        message: The full Jetstream JSON message.
+
+    Returns:
+        True if this is a create commit for app.bsky.feed.post.
+    """
+    if message.get("kind") != "commit":
+        return False
+    commit = message.get("commit", {})
+    return commit.get("operation") == "create" and commit.get("collection") == POST_COLLECTION
+
+
+def _extract_langs(record: dict) -> str | None:
+    """Extract langs array as a JSON string, or None if absent."""
+    langs = record.get("langs")
+    if langs is None:
+        return None
+    return json.dumps(langs)
+
+
+def _extract_labels(record: dict) -> str | None:
+    """Extract self-labels as a JSON string, or None if absent."""
+    labels_obj = record.get("labels")
+    if labels_obj is None:
+        return None
+    values = labels_obj.get("values", [])
+    if not values:
+        return None
+    label_strings = [label.get("val", "") for label in values]
+    return json.dumps(label_strings)
+
+
+def _extract_reply_refs(record: dict, row: dict) -> None:
+    """Populate reply_to, replied_author, thread_root, thread_root_author from record.reply."""
+    reply = record.get("reply")
+    if reply is None:
+        return
+
+    parent = reply.get("parent", {})
+    parent_uri = parent.get("uri")
+    if parent_uri:
+        row["reply_to"] = post_id_from_uri(parent_uri)
+        row["replied_author"] = user_id_from_uri(parent_uri)
+
+    root = reply.get("root", {})
+    root_uri = root.get("uri")
+    if root_uri:
+        row["thread_root"] = post_id_from_uri(root_uri)
+        row["thread_root_author"] = user_id_from_uri(root_uri)
+
+
+def _extract_quote_refs(record: dict, row: dict) -> None:
+    """Populate quotes and quoted_author from embed record references."""
+    embed = record.get("embed")
+    if embed is None:
+        return
+
+    embed_type = embed.get("$type", "")
+
+    if embed_type == EMBED_RECORD_TYPE:
+        _set_quote_from_record(embed.get("record", {}), row)
+    elif embed_type == EMBED_RECORD_WITH_MEDIA_TYPE:
+        inner_record = embed.get("record", {}).get("record", {})
+        _set_quote_from_record(inner_record, row)
+
+
+def _set_quote_from_record(record_ref: dict, row: dict) -> None:
+    """Set quotes and quoted_author from a record reference object."""
+    uri = record_ref.get("uri")
+    if uri and POST_COLLECTION in uri:
+        row["quotes"] = post_id_from_uri(uri)
+        row["quoted_author"] = user_id_from_uri(uri)

python/data_science/firehose_consumer.py

@@ -0,0 +1,203 @@
+"""Kafka consumer that ingests Bluesky posts into the partitioned Posts table.
+
+Consumes Jetstream messages from Kafka, transforms them into Posts rows,
+and batch-inserts them into PostgreSQL with manual offset commits.
+
+Usage:
+    firehose-consumer
+    firehose-consumer --kafka-servers kafka:9092 --batch-size 500
+"""
+
+from __future__ import annotations
+
+import json
+import logging
+import signal
+from os import getenv
+from threading import Event
+from typing import Annotated
+
+import typer
+from confluent_kafka import Consumer, KafkaError, KafkaException
+from sqlalchemy.orm import Session
+
+from python.data_science.bluesky_transform import is_post_create, transform_jetstream_post
+from python.data_science.ingest_posts import ingest_batch
+from python.orm.common import get_postgres_engine
+from python.orm.data_science_dev.posts.failed_ingestion import FailedIngestion
+
+logger = logging.getLogger(__name__)
+
+DEFAULT_TOPIC = "bluesky.firehose.posts"
+DEFAULT_KAFKA_SERVERS = "localhost:9092"
+DEFAULT_GROUP_ID = "bluesky-posts-ingestor"
+DEFAULT_BATCH_SIZE = 500
+POLL_TIMEOUT_SECONDS = 5.0
+
+shutdown_event = Event()
+
+app = typer.Typer(help="Consume Bluesky posts from Kafka and ingest into PostgreSQL.")
+
+
+@app.command()
+def main(
+    kafka_servers: Annotated[str, typer.Option(help="Kafka bootstrap servers")] = "",
+    topic: Annotated[str, typer.Option(help="Kafka topic to consume from")] = "",
+    group_id: Annotated[str, typer.Option(help="Kafka consumer group ID")] = "",
+    batch_size: Annotated[int, typer.Option(help="Messages per DB insert batch")] = DEFAULT_BATCH_SIZE,
+) -> None:
+    """Consume Bluesky posts from Kafka and ingest into the partitioned posts table."""
+    logging.basicConfig(
+        level=logging.INFO,
+        format="%(asctime)s %(levelname)s %(message)s",
+        datefmt="%H:%M:%S",
+    )
+
+    servers = kafka_servers or getenv("KAFKA_BOOTSTRAP_SERVERS", DEFAULT_KAFKA_SERVERS)
+    topic_name = topic or getenv("BLUESKY_FIREHOSE_TOPIC", DEFAULT_TOPIC)
+    group = group_id or getenv("KAFKA_GROUP_ID", DEFAULT_GROUP_ID)
+
+    signal.signal(signal.SIGTERM, _handle_shutdown)
+    signal.signal(signal.SIGINT, _handle_shutdown)
+
+    consumer = _create_consumer(servers, group)
+    consumer.subscribe([topic_name])
+
+    engine = get_postgres_engine(name="DATA_SCIENCE_DEV")
+    total_inserted = 0
+
+    logger.info("Starting firehose consumer: topic=%s group=%s batch_size=%d", topic_name, group, batch_size)
+
+    try:
+        with Session(engine) as session:
+            while not shutdown_event.is_set():
+                inserted = _consume_batch(consumer, session, batch_size)
+                total_inserted += inserted
+                if inserted > 0:
+                    logger.info("Batch inserted %d rows (total: %d)", inserted, total_inserted)
+    except KafkaException:
+        logger.exception("Fatal Kafka error")
+    finally:
+        logger.info("Closing consumer (total inserted: %d)", total_inserted)
+        consumer.close()
+
+
+def _consume_batch(consumer: Consumer, session: Session, batch_size: int) -> int:
+    """Poll a batch of messages, transform, and insert into the database.
+
+    Args:
+        consumer: The Kafka consumer instance.
+        session: SQLAlchemy database session.
+        batch_size: Maximum number of messages to consume per batch.
+
+    Returns:
+        Number of rows successfully inserted.
+    """
+    messages = consumer.consume(num_messages=batch_size, timeout=POLL_TIMEOUT_SECONDS)
+    if not messages:
+        return 0
+
+    rows: list[dict] = []
+    for message in messages:
+        error = message.error()
+        if error is not None:
+            if error.code() == KafkaError._PARTITION_EOF:  # noqa: SLF001 — confluent-kafka exposes this as a pseudo-private constant; no public alternative exists
+                continue
+            logger.error("Consumer error: %s", error)
+            continue
+
+        row = _safe_transform(message.value(), session)
+        if row is not None:
+            rows.append(row)
+
+    if not rows:
+        consumer.commit(asynchronous=False)
+        return 0
+
+    inserted = ingest_batch(session, rows)
+    consumer.commit(asynchronous=False)
+    return inserted
+
+
+def _safe_transform(raw_value: bytes | None, session: Session) -> dict | None:
+    """Transform a Kafka message value into a Posts row, logging failures.
+
+    Args:
+        raw_value: Raw message bytes from Kafka.
+        session: SQLAlchemy session for logging failures.
+
+    Returns:
+        A transformed row dict, or None if transformation failed.
+    """
+    if raw_value is None:
+        return None
+
+    try:
+        message = json.loads(raw_value)
+    except (json.JSONDecodeError, UnicodeDecodeError):
+        logger.exception("Failed to decode Kafka message")
+        _log_failed_ingestion(session, raw_value, "JSON decode error")
+        return None
+
+    if not is_post_create(message):
+        return None
+
+    try:
+        return transform_jetstream_post(message)
+    except (KeyError, ValueError, TypeError):
+        logger.exception("Failed to transform Jetstream message")
+        _log_failed_ingestion(session, raw_value, "Transform error")
+        return None
+
+
+def _log_failed_ingestion(session: Session, raw_value: bytes, error: str) -> None:
+    """Log a failed ingestion to the FailedIngestion table.
+
+    Args:
+        session: SQLAlchemy session.
+        raw_value: The raw message bytes.
+        error: Description of the error.
+    """
+    try:
+        session.add(
+            FailedIngestion(
+                raw_line=raw_value.decode(errors="replace")[:10000],
+                error=error,
+            )
+        )
+        session.commit()
+    except Exception:
+        session.rollback()
+        logger.exception("Failed to log ingestion failure")
+
+
+def _create_consumer(servers: str, group: str) -> Consumer:
+    """Create a configured Kafka consumer.
+
+    Args:
+        servers: Kafka bootstrap servers string.
+        group: Consumer group ID.
+
+    Returns:
+        A configured confluent_kafka.Consumer.
+    """
+    config = {
+        "bootstrap.servers": servers,
+        "group.id": group,
+        "auto.offset.reset": "earliest",
+        "enable.auto.commit": False,
+        "max.poll.interval.ms": 300000,
+        "fetch.min.bytes": 1024,
+        "session.timeout.ms": 30000,
+    }
+    return Consumer(config)
+
+
+def _handle_shutdown(_signum: int, _frame: object) -> None:
+    """Signal handler to trigger graceful shutdown."""
+    logger.info("Shutdown signal received")
+    shutdown_event.set()
+
+
+if __name__ == "__main__":
+    app()

python/data_science/firehose_producer.py

@@ -0,0 +1,230 @@
+"""Bluesky Jetstream firehose to Kafka producer.
+
+Connects to the Bluesky Jetstream WebSocket API with zstd compression,
+filters for post creation events, and produces them to a Kafka topic.
+
+Usage:
+    firehose-producer
+    firehose-producer --kafka-servers kafka:9092 --topic bluesky.firehose.posts
+"""
+
+from __future__ import annotations
+
+import json
+import logging
+import signal
+from os import getenv
+from threading import Event
+from typing import Annotated
+
+import typer
+from compression import zstd
+from confluent_kafka import KafkaError, KafkaException, Producer
+from websockets.exceptions import ConnectionClosed
+from websockets.sync.client import connect
+
+logger = logging.getLogger(__name__)
+
+JETSTREAM_URL = "wss://jetstream2.us-east.bsky.network/subscribe"
+DEFAULT_TOPIC = "bluesky.firehose.posts"
+DEFAULT_KAFKA_SERVERS = "localhost:9092"
+POLL_INTERVAL = 100
+POST_COLLECTION = "app.bsky.feed.post"
+
+shutdown_event = Event()
+
+app = typer.Typer(help="Stream Bluesky firehose posts into Kafka.")
+
+
+@app.command()
+def main(
+    kafka_servers: Annotated[str, typer.Option(help="Kafka bootstrap servers")] = "",
+    topic: Annotated[str, typer.Option(help="Kafka topic to produce to")] = "",
+    collections: Annotated[str, typer.Option(help="Comma-separated collections to subscribe to")] = POST_COLLECTION,
+) -> None:
+    """Connect to Bluesky Jetstream and produce post events to Kafka."""
+    logging.basicConfig(
+        level=logging.INFO,
+        format="%(asctime)s %(levelname)s %(message)s",
+        datefmt="%H:%M:%S",
+    )
+
+    servers = kafka_servers or getenv("KAFKA_BOOTSTRAP_SERVERS", DEFAULT_KAFKA_SERVERS)
+    topic_name = topic or getenv("BLUESKY_FIREHOSE_TOPIC", DEFAULT_TOPIC)
+
+    signal.signal(signal.SIGTERM, _handle_shutdown)
+    signal.signal(signal.SIGINT, _handle_shutdown)
+
+    producer = _create_producer(servers)
+    cursor: int | None = None
+
+    logger.info("Starting firehose producer → %s on %s", topic_name, servers)
+
+    while not shutdown_event.is_set():
+        try:
+            cursor = _stream_loop(producer, topic_name, collections, cursor)
+        except (ConnectionClosed, OSError):
+            logger.exception("WebSocket disconnected, reconnecting")
+        except KafkaException:
+            logger.exception("Kafka error, reconnecting")
+
+        if not shutdown_event.is_set():
+            logger.info("Reconnecting in 5 seconds (cursor=%s)", cursor)
+            shutdown_event.wait(timeout=5)
+
+    logger.info("Shutting down, flushing producer")
+    producer.flush(timeout=30)
+    logger.info("Producer shutdown complete")
+
+
+def _stream_loop(
+    producer: Producer,
+    topic: str,
+    collections: str,
+    cursor: int | None,
+) -> int | None:
+    """Connect to Jetstream and stream messages to Kafka until disconnected.
+
+    Args:
+        producer: The Kafka producer instance.
+        topic: Kafka topic name.
+        collections: Comma-separated AT Protocol collections to subscribe to.
+        cursor: Optional microsecond timestamp to resume from.
+
+    Returns:
+        The last processed time_us cursor value.
+    """
+    url = _build_jetstream_url(collections, cursor)
+    logger.info("Connecting to %s", url)
+
+    message_count = 0
+    last_cursor = cursor
+
+    with connect(url, additional_headers={"Accept-Encoding": "zstd"}) as websocket:
+        logger.info("Connected to Jetstream")
+
+        while not shutdown_event.is_set():
+            try:
+                raw_frame = websocket.recv(timeout=10)
+            except TimeoutError:
+                producer.poll(0)
+                continue
+
+            text = _decode_frame(raw_frame)
+            message = json.loads(text)
+
+            time_us = message.get("time_us")
+            if time_us is not None:
+                last_cursor = time_us
+
+            if not _is_post_create(message):
+                continue
+
+            did = message.get("did", "")
+
+            try:
+                producer.produce(
+                    topic,
+                    key=did.encode(),
+                    value=text.encode() if isinstance(text, str) else text,
+                    callback=_delivery_callback,
+                )
+            except BufferError:
+                logger.warning("Producer buffer full, flushing")
+                producer.flush(timeout=10)
+                producer.produce(
+                    topic,
+                    key=did.encode(),
+                    value=text.encode() if isinstance(text, str) else text,
+                    callback=_delivery_callback,
+                )
+
+            message_count += 1
+            if message_count % POLL_INTERVAL == 0:
+                producer.poll(0)
+
+            if message_count % 10000 == 0:
+                logger.info("Produced %d messages (cursor=%s)", message_count, last_cursor)
+
+    return last_cursor
+
+
+def _build_jetstream_url(collections: str, cursor: int | None) -> str:
+    """Build the Jetstream WebSocket URL with query parameters.
+
+    Args:
+        collections: Comma-separated collection names.
+        cursor: Optional microsecond timestamp for resumption.
+
+    Returns:
+        The full WebSocket URL.
+    """
+    params = ["compress=true"]
+    for raw_collection in collections.split(","):
+        cleaned = raw_collection.strip()
+        if cleaned:
+            params.append(f"wantedCollections={cleaned}")
+    if cursor is not None:
+        params.append(f"cursor={cursor}")
+    return f"{JETSTREAM_URL}?{'&'.join(params)}"
+
+
+def _decode_frame(frame: str | bytes) -> str:
+    """Decode a WebSocket frame, decompressing zstd if binary.
+
+    Jetstream with compress=true sends zstd-compressed binary frames.
+
+    Args:
+        frame: Raw WebSocket frame data.
+
+    Returns:
+        The decoded JSON string.
+    """
+    if isinstance(frame, bytes):
+        return zstd.decompress(frame).decode()
+    return frame
+
+
+def _is_post_create(message: dict) -> bool:
+    """Check if a Jetstream message is a post creation commit."""
+    if message.get("kind") != "commit":
+        return False
+    commit = message.get("commit", {})
+    return commit.get("operation") == "create" and commit.get("collection") == POST_COLLECTION
+
+
+def _create_producer(servers: str) -> Producer:
+    """Create a configured Kafka producer.
+
+    Args:
+        servers: Kafka bootstrap servers string.
+
+    Returns:
+        A configured confluent_kafka.Producer.
+    """
+    config = {
+        "bootstrap.servers": servers,
+        "linger.ms": 50,
+        "batch.size": 65536,
+        "compression.type": "zstd",
+        "acks": "all",
+        "retries": 5,
+        "retry.backoff.ms": 500,
+    }
+    return Producer(config)
+
+
+def _delivery_callback(error: KafkaError | None, _message: object) -> None:
+    """Log delivery failures from the Kafka producer."""
+    if error is not None:
+        logger.error("Kafka delivery failed: %s", error)
+
+
+def _handle_shutdown(_signum: int, _frame: object) -> None:
+    """Signal handler to trigger graceful shutdown."""
+    logger.info("Shutdown signal received")
+    shutdown_event.set()
+
+
+if __name__ == "__main__":
+    app()

python/data_science/ingest_congress.py

@@ -1,613 +0,0 @@
-"""Ingestion pipeline for loading congress data from unitedstates/congress JSON files.
-
-Loads legislators, bills, votes, vote records, and bill text into the data_science_dev database.
-Expects the parent directory to contain congress-tracker/ and congress-legislators/ as siblings.
-
-Usage:
-    ingest-congress /path/to/parent/
-    ingest-congress /path/to/parent/ --congress 118
-    ingest-congress /path/to/parent/ --congress 118 --only bills
-"""
-
-from __future__ import annotations
-
-import logging
-from pathlib import Path  # noqa: TC003 needed at runtime for typer CLI argument
-from typing import TYPE_CHECKING, Annotated
-
-import orjson
-import typer
-import yaml
-from sqlalchemy import select
-from sqlalchemy.orm import Session
-
-from python.common import configure_logger
-from python.orm.common import get_postgres_engine
-from python.orm.data_science_dev.congress import Bill, BillText, Legislator, LegislatorSocialMedia, Vote, VoteRecord
-
-if TYPE_CHECKING:
-    from collections.abc import Iterator
-
-    from sqlalchemy.engine import Engine
-
-logger = logging.getLogger(__name__)
-
-BATCH_SIZE = 10_000
-
-app = typer.Typer(help="Ingest unitedstates/congress data into data_science_dev.")
-
-
-@app.command()
-def main(
-    parent_dir: Annotated[
-        Path,
-        typer.Argument(help="Parent directory containing congress-tracker/ and congress-legislators/"),
-    ],
-    congress: Annotated[int | None, typer.Option(help="Only ingest a specific congress number")] = None,
-    only: Annotated[
-        str | None,
-        typer.Option(help="Only run a specific step: legislators, social-media, bills, votes, bill-text"),
-    ] = None,
-) -> None:
-    """Ingest congress data from unitedstates/congress JSON files."""
-    configure_logger(level="INFO")
-
-    data_dir = parent_dir / "congress-tracker/congress/data/"
-    legislators_dir = parent_dir / "congress-legislators"
-
-    if not data_dir.is_dir():
-        typer.echo(f"Expected congress-tracker/ directory: {data_dir}", err=True)
-        raise typer.Exit(code=1)
-
-    if not legislators_dir.is_dir():
-        typer.echo(f"Expected congress-legislators/ directory: {legislators_dir}", err=True)
-        raise typer.Exit(code=1)
-
-    engine = get_postgres_engine(name="DATA_SCIENCE_DEV")
-
-    congress_dirs = _resolve_congress_dirs(data_dir, congress)
-    if not congress_dirs:
-        typer.echo("No congress directories found.", err=True)
-        raise typer.Exit(code=1)
-
-    logger.info("Found %d congress directories to process", len(congress_dirs))
-
-    steps: dict[str, tuple] = {
-        "legislators": (ingest_legislators, (engine, legislators_dir)),
-        "legislators-social-media": (ingest_social_media, (engine, legislators_dir)),
-        "bills": (ingest_bills, (engine, congress_dirs)),
-        "votes": (ingest_votes, (engine, congress_dirs)),
-        "bill-text": (ingest_bill_text, (engine, congress_dirs)),
-    }
-
-    if only:
-        if only not in steps:
-            typer.echo(f"Unknown step: {only}. Choose from: {', '.join(steps)}", err=True)
-            raise typer.Exit(code=1)
-        steps = {only: steps[only]}
-
-    for step_name, (step_func, step_args) in steps.items():
-        logger.info("=== Starting step: %s ===", step_name)
-        step_func(*step_args)
-        logger.info("=== Finished step: %s ===", step_name)
-
-    logger.info("ingest-congress done")
-
-
-def _resolve_congress_dirs(data_dir: Path, congress: int | None) -> list[Path]:
-    """Find congress number directories under data_dir."""
-    if congress is not None:
-        target = data_dir / str(congress)
-        return [target] if target.is_dir() else []
-    return sorted(path for path in data_dir.iterdir() if path.is_dir() and path.name.isdigit())
-
-
-def _flush_batch(session: Session, batch: list[object], label: str) -> int:
-    """Add a batch of ORM objects to the session and commit. Returns count added."""
-    if not batch:
-        return 0
-    session.add_all(batch)
-    session.commit()
-    count = len(batch)
-    logger.info("Committed %d %s", count, label)
-    batch.clear()
-    return count
-
-
-# ---------------------------------------------------------------------------
-# Legislators — loaded from congress-legislators YAML files
-# ---------------------------------------------------------------------------
-
-
-def ingest_legislators(engine: Engine, legislators_dir: Path) -> None:
-    """Load legislators from congress-legislators YAML files."""
-    legislators_data = _load_legislators_yaml(legislators_dir)
-    logger.info("Loaded %d legislators from YAML files", len(legislators_data))
-
-    with Session(engine) as session:
-        existing_legislators = {
-            legislator.bioguide_id: legislator for legislator in session.scalars(select(Legislator)).all()
-        }
-        logger.info("Found %d existing legislators in DB", len(existing_legislators))
-
-        total_inserted = 0
-        total_updated = 0
-        for entry in legislators_data:
-            bioguide_id = entry.get("id", {}).get("bioguide")
-            if not bioguide_id:
-                continue
-
-            fields = _parse_legislator(entry)
-            if existing := existing_legislators.get(bioguide_id):
-                changed = False
-                for field, value in fields.items():
-                    if value is not None and getattr(existing, field) != value:
-                        setattr(existing, field, value)
-                        changed = True
-                if changed:
-                    total_updated += 1
-            else:
-                session.add(Legislator(bioguide_id=bioguide_id, **fields))
-                total_inserted += 1
-
-        session.commit()
-    logger.info("Inserted %d new legislators, updated %d existing", total_inserted, total_updated)
-
-
-def _load_legislators_yaml(legislators_dir: Path) -> list[dict]:
-    """Load and combine legislators-current.yaml and legislators-historical.yaml."""
-    legislators: list[dict] = []
-    for filename in ("legislators-current.yaml", "legislators-historical.yaml"):
-        path = legislators_dir / filename
-        if not path.exists():
-            logger.warning("Legislators file not found: %s", path)
-            continue
-        with path.open() as file:
-            data = yaml.safe_load(file)
-            if isinstance(data, list):
-                legislators.extend(data)
-    return legislators
-
-
-def _parse_legislator(entry: dict) -> dict:
-    """Extract Legislator fields from a congress-legislators YAML entry."""
-    ids = entry.get("id", {})
-    name = entry.get("name", {})
-    bio = entry.get("bio", {})
-    terms = entry.get("terms", [])
-    latest_term = terms[-1] if terms else {}
-
-    fec_ids = ids.get("fec")
-    fec_ids_joined = ",".join(fec_ids) if isinstance(fec_ids, list) else fec_ids
-
-    chamber = latest_term.get("type")
-    chamber_normalized = {"rep": "House", "sen": "Senate"}.get(chamber, chamber)
-
-    return {
-        "thomas_id": ids.get("thomas"),
-        "lis_id": ids.get("lis"),
-        "govtrack_id": ids.get("govtrack"),
-        "opensecrets_id": ids.get("opensecrets"),
-        "fec_ids": fec_ids_joined,
-        "first_name": name.get("first"),
-        "last_name": name.get("last"),
-        "official_full_name": name.get("official_full"),
-        "nickname": name.get("nickname"),
-        "birthday": bio.get("birthday"),
-        "gender": bio.get("gender"),
-        "current_party": latest_term.get("party"),
-        "current_state": latest_term.get("state"),
-        "current_district": latest_term.get("district"),
-        "current_chamber": chamber_normalized,
-    }
-
-
-# ---------------------------------------------------------------------------
-# Social Media — loaded from legislators-social-media.yaml
-# ---------------------------------------------------------------------------
-
-SOCIAL_MEDIA_PLATFORMS = {
-    "twitter": "https://twitter.com/{account}",
-    "facebook": "https://facebook.com/{account}",
-    "youtube": "https://youtube.com/{account}",
-    "instagram": "https://instagram.com/{account}",
-    "mastodon": None,
-}
-
-
-def ingest_social_media(engine: Engine, legislators_dir: Path) -> None:
-    """Load social media accounts from legislators-social-media.yaml."""
-    social_media_path = legislators_dir / "legislators-social-media.yaml"
-    if not social_media_path.exists():
-        logger.warning("Social media file not found: %s", social_media_path)
-        return
-
-    with social_media_path.open() as file:
-        social_media_data = yaml.safe_load(file)
-
-    if not isinstance(social_media_data, list):
-        logger.warning("Unexpected format in %s", social_media_path)
-        return
-
-    logger.info("Loaded %d entries from legislators-social-media.yaml", len(social_media_data))
-
-    with Session(engine) as session:
-        legislator_map = _build_legislator_map(session)
-        existing_accounts = {
-            (account.legislator_id, account.platform)
-            for account in session.scalars(select(LegislatorSocialMedia)).all()
-        }
-        logger.info("Found %d existing social media accounts in DB", len(existing_accounts))
-
-        total_inserted = 0
-        total_updated = 0
-        for entry in social_media_data:
-            bioguide_id = entry.get("id", {}).get("bioguide")
-            if not bioguide_id:
-                continue
-
-            legislator_id = legislator_map.get(bioguide_id)
-            if legislator_id is None:
-                continue
-
-            social = entry.get("social", {})
-            for platform, url_template in SOCIAL_MEDIA_PLATFORMS.items():
-                account_name = social.get(platform)
-                if not account_name:
-                    continue
-
-                url = url_template.format(account=account_name) if url_template else None
-
-                if (legislator_id, platform) in existing_accounts:
-                    total_updated += 1
-                else:
-                    session.add(
-                        LegislatorSocialMedia(
-                            legislator_id=legislator_id,
-                            platform=platform,
-                            account_name=str(account_name),
-                            url=url,
-                            source="https://github.com/unitedstates/congress-legislators",
-                        )
-                    )
-                    existing_accounts.add((legislator_id, platform))
-                    total_inserted += 1
-
-        session.commit()
-    logger.info("Inserted %d new social media accounts, updated %d existing", total_inserted, total_updated)
-
-
-def _iter_voters(position_group: object) -> Iterator[dict]:
-    """Yield voter dicts from a vote position group (handles list, single dict, or string)."""
-    if isinstance(position_group, dict):
-        yield position_group
-    elif isinstance(position_group, list):
-        for voter in position_group:
-            if isinstance(voter, dict):
-                yield voter
-
-
-# ---------------------------------------------------------------------------
-# Bills
-# ---------------------------------------------------------------------------
-
-
-def ingest_bills(engine: Engine, congress_dirs: list[Path]) -> None:
-    """Load bill data.json files."""
-    with Session(engine) as session:
-        existing_bills = {(bill.congress, bill.bill_type, bill.number) for bill in session.scalars(select(Bill)).all()}
-        logger.info("Found %d existing bills in DB", len(existing_bills))
-
-        total_inserted = 0
-        batch: list[Bill] = []
-        for congress_dir in congress_dirs:
-            bills_dir = congress_dir / "bills"
-            if not bills_dir.is_dir():
-                continue
-            logger.info("Scanning bills from %s", congress_dir.name)
-            for bill_file in bills_dir.rglob("data.json"):
-                data = _read_json(bill_file)
-                if data is None:
-                    continue
-                bill = _parse_bill(data, existing_bills)
-                if bill is not None:
-                    batch.append(bill)
-                    if len(batch) >= BATCH_SIZE:
-                        total_inserted += _flush_batch(session, batch, "bills")
-
-        total_inserted += _flush_batch(session, batch, "bills")
-    logger.info("Inserted %d new bills total", total_inserted)
-
-
-def _parse_bill(data: dict, existing_bills: set[tuple[int, str, int]]) -> Bill | None:
-    """Parse a bill data.json dict into a Bill ORM object, skipping existing."""
-    raw_congress = data.get("congress")
-    bill_type = data.get("bill_type")
-    raw_number = data.get("number")
-    if raw_congress is None or bill_type is None or raw_number is None:
-        return None
-    congress = int(raw_congress)
-    number = int(raw_number)
-    if (congress, bill_type, number) in existing_bills:
-        return None
-
-    sponsor_bioguide = None
-    sponsor = data.get("sponsor")
-    if sponsor:
-        sponsor_bioguide = sponsor.get("bioguide_id")
-
-    return Bill(
-        congress=congress,
-        bill_type=bill_type,
-        number=number,
-        title=data.get("short_title") or data.get("official_title"),
-        title_short=data.get("short_title"),
-        official_title=data.get("official_title"),
-        status=data.get("status"),
-        status_at=data.get("status_at"),
-        sponsor_bioguide_id=sponsor_bioguide,
-        subjects_top_term=data.get("subjects_top_term"),
-    )
-
-
-# ---------------------------------------------------------------------------
-# Votes (and vote records)
-# ---------------------------------------------------------------------------
-
-
-def ingest_votes(engine: Engine, congress_dirs: list[Path]) -> None:
-    """Load vote data.json files with their vote records."""
-    with Session(engine) as session:
-        legislator_map = _build_legislator_map(session)
-        logger.info("Loaded %d legislators into lookup map", len(legislator_map))
-        bill_map = _build_bill_map(session)
-        logger.info("Loaded %d bills into lookup map", len(bill_map))
-        existing_votes = {
-            (vote.congress, vote.chamber, vote.session, vote.number) for vote in session.scalars(select(Vote)).all()
-        }
-        logger.info("Found %d existing votes in DB", len(existing_votes))
-
-        total_inserted = 0
-        batch: list[Vote] = []
-        for congress_dir in congress_dirs:
-            votes_dir = congress_dir / "votes"
-            if not votes_dir.is_dir():
-                continue
-            logger.info("Scanning votes from %s", congress_dir.name)
-            for vote_file in votes_dir.rglob("data.json"):
-                data = _read_json(vote_file)
-                if data is None:
-                    continue
-                vote = _parse_vote(data, legislator_map, bill_map, existing_votes)
-                if vote is not None:
-                    batch.append(vote)
-                    if len(batch) >= BATCH_SIZE:
-                        total_inserted += _flush_batch(session, batch, "votes")
-
-        total_inserted += _flush_batch(session, batch, "votes")
-    logger.info("Inserted %d new votes total", total_inserted)
-
-
-def _build_legislator_map(session: Session) -> dict[str, int]:
-    """Build a mapping of bioguide_id -> legislator.id."""
-    return {legislator.bioguide_id: legislator.id for legislator in session.scalars(select(Legislator)).all()}
-
-
-def _build_bill_map(session: Session) -> dict[tuple[int, str, int], int]:
-    """Build a mapping of (congress, bill_type, number) -> bill.id."""
-    return {(bill.congress, bill.bill_type, bill.number): bill.id for bill in session.scalars(select(Bill)).all()}
-
-
-def _parse_vote(
-    data: dict,
-    legislator_map: dict[str, int],
-    bill_map: dict[tuple[int, str, int], int],
-    existing_votes: set[tuple[int, str, int, int]],
-) -> Vote | None:
-    """Parse a vote data.json dict into a Vote ORM object with records."""
-    raw_congress = data.get("congress")
-    chamber = data.get("chamber")
-    raw_number = data.get("number")
-    vote_date = data.get("date")
-    if raw_congress is None or chamber is None or raw_number is None or vote_date is None:
-        return None
-
-    raw_session = data.get("session")
-    if raw_session is None:
-        return None
-
-    congress = int(raw_congress)
-    number = int(raw_number)
-    session_number = int(raw_session)
-
-    # Normalize chamber from "h"/"s" to "House"/"Senate"
-    chamber_normalized = {"h": "House", "s": "Senate"}.get(chamber, chamber)
-
-    if (congress, chamber_normalized, session_number, number) in existing_votes:
-        return None
-
-    # Resolve linked bill
-    bill_id = None
-    bill_ref = data.get("bill")
-    if bill_ref:
-        bill_key = (
-            int(bill_ref.get("congress", congress)),
-            bill_ref.get("type"),
-            int(bill_ref.get("number", 0)),
-        )
-        bill_id = bill_map.get(bill_key)
-
-    raw_votes = data.get("votes", {})
-    vote_counts = _count_votes(raw_votes)
-    vote_records = _build_vote_records(raw_votes, legislator_map)
-
-    return Vote(
-        congress=congress,
-        chamber=chamber_normalized,
-        session=session_number,
-        number=number,
-        vote_type=data.get("type"),
-        question=data.get("question"),
-        result=data.get("result"),
-        result_text=data.get("result_text"),
-        vote_date=vote_date[:10] if isinstance(vote_date, str) else vote_date,
-        bill_id=bill_id,
-        vote_records=vote_records,
-        **vote_counts,
-    )
-
-
-def _count_votes(raw_votes: dict) -> dict[str, int]:
-    """Count voters per position category, correctly handling dict and list formats."""
-    yea_count = 0
-    nay_count = 0
-    not_voting_count = 0
-    present_count = 0
-
-    for position, position_group in raw_votes.items():
-        voter_count = sum(1 for _ in _iter_voters(position_group))
-        if position in ("Yea", "Aye"):
-            yea_count += voter_count
-        elif position in ("Nay", "No"):
-            nay_count += voter_count
-        elif position == "Not Voting":
-            not_voting_count += voter_count
-        elif position == "Present":
-            present_count += voter_count
-
-    return {
-        "yea_count": yea_count,
-        "nay_count": nay_count,
-        "not_voting_count": not_voting_count,
-        "present_count": present_count,
-    }
-
-
-def _build_vote_records(raw_votes: dict, legislator_map: dict[str, int]) -> list[VoteRecord]:
-    """Build VoteRecord objects from raw vote data."""
-    records: list[VoteRecord] = []
-    for position, position_group in raw_votes.items():
-        for voter in _iter_voters(position_group):
-            bioguide_id = voter.get("id")
-            if not bioguide_id:
-                continue
-            legislator_id = legislator_map.get(bioguide_id)
-            if legislator_id is None:
-                continue
-            records.append(
-                VoteRecord(
-                    legislator_id=legislator_id,
-                    position=position,
-                )
-            )
-    return records
-
-
-# ---------------------------------------------------------------------------
-# Bill Text
-# ---------------------------------------------------------------------------
-
-
-def ingest_bill_text(engine: Engine, congress_dirs: list[Path]) -> None:
-    """Load bill text from text-versions directories."""
-    with Session(engine) as session:
-        bill_map = _build_bill_map(session)
-        logger.info("Loaded %d bills into lookup map", len(bill_map))
-        existing_bill_texts = {
-            (bill_text.bill_id, bill_text.version_code) for bill_text in session.scalars(select(BillText)).all()
-        }
-        logger.info("Found %d existing bill text versions in DB", len(existing_bill_texts))
-
-        total_inserted = 0
-        batch: list[BillText] = []
-        for congress_dir in congress_dirs:
-            logger.info("Scanning bill texts from %s", congress_dir.name)
-            for bill_text in _iter_bill_texts(congress_dir, bill_map, existing_bill_texts):
-                batch.append(bill_text)
-                if len(batch) >= BATCH_SIZE:
-                    total_inserted += _flush_batch(session, batch, "bill texts")
-
-        total_inserted += _flush_batch(session, batch, "bill texts")
-    logger.info("Inserted %d new bill text versions total", total_inserted)
-
-
-def _iter_bill_texts(
-    congress_dir: Path,
-    bill_map: dict[tuple[int, str, int], int],
-    existing_bill_texts: set[tuple[int, str]],
-) -> Iterator[BillText]:
-    """Yield BillText objects for a single congress directory, skipping existing."""
-    bills_dir = congress_dir / "bills"
-    if not bills_dir.is_dir():
-        return
-
-    for bill_dir in bills_dir.rglob("text-versions"):
-        if not bill_dir.is_dir():
-            continue
-        bill_key = _bill_key_from_dir(bill_dir.parent, congress_dir)
-        if bill_key is None:
-            continue
-        bill_id = bill_map.get(bill_key)
-        if bill_id is None:
-            continue
-
-        for version_dir in sorted(bill_dir.iterdir()):
-            if not version_dir.is_dir():
-                continue
-            if (bill_id, version_dir.name) in existing_bill_texts:
-                continue
-            text_content = _read_bill_text(version_dir)
-            version_data = _read_json(version_dir / "data.json")
-            yield BillText(
-                bill_id=bill_id,
-                version_code=version_dir.name,
-                version_name=version_data.get("version_name") if version_data else None,
-                date=version_data.get("issued_on") if version_data else None,
-                text_content=text_content,
-            )
-
-
-def _bill_key_from_dir(bill_dir: Path, congress_dir: Path) -> tuple[int, str, int] | None:
-    """Extract (congress, bill_type, number) from directory structure."""
-    congress = int(congress_dir.name)
-    bill_type = bill_dir.parent.name
-    name = bill_dir.name
-    # Directory name is like "hr3590" — strip the type prefix to get the number
-    number_str = name[len(bill_type) :]
-    if not number_str.isdigit():
-        return None
-    return (congress, bill_type, int(number_str))
-
-
-def _read_bill_text(version_dir: Path) -> str | None:
-    """Read bill text from a version directory, preferring .txt over .xml."""
-    for extension in ("txt", "htm", "html", "xml"):
-        candidates = list(version_dir.glob(f"document.{extension}"))
-        if not candidates:
-            candidates = list(version_dir.glob(f"*.{extension}"))
-        if candidates:
-            try:
-                return candidates[0].read_text(encoding="utf-8")
-            except Exception:
-                logger.exception("Failed to read %s", candidates[0])
-    return None
-
-
-# ---------------------------------------------------------------------------
-# Helpers
-# ---------------------------------------------------------------------------
-
-
-def _read_json(path: Path) -> dict | None:
-    """Read and parse a JSON file, returning None on failure."""
-    try:
-        return orjson.loads(path.read_bytes())
-    except FileNotFoundError:
-        return None
-    except Exception:
-        logger.exception("Failed to parse %s", path)
-        return None
-
-
-if __name__ == "__main__":
-    app()

python/orm/data_science_dev/congress/__init__.py

@@ -1,14 +0,0 @@
-"""init."""
-
-from python.orm.data_science_dev.congress.bill import Bill, BillText
-from python.orm.data_science_dev.congress.legislator import Legislator, LegislatorSocialMedia
-from python.orm.data_science_dev.congress.vote import Vote, VoteRecord
-
-__all__ = [
-    "Bill",
-    "BillText",
-    "Legislator",
-    "LegislatorSocialMedia",
-    "Vote",
-    "VoteRecord",
-]

python/orm/data_science_dev/congress/bill.py

@@ -1,66 +0,0 @@
-"""Bill model - legislation introduced in Congress."""
-
-from __future__ import annotations
-
-from datetime import date
-from typing import TYPE_CHECKING
-
-from sqlalchemy import ForeignKey, Index, UniqueConstraint
-from sqlalchemy.orm import Mapped, mapped_column, relationship
-
-from python.orm.data_science_dev.base import DataScienceDevTableBase
-
-if TYPE_CHECKING:
-    from python.orm.data_science_dev.congress.vote import Vote
-
-
-class Bill(DataScienceDevTableBase):
-    """Legislation with congress number, type, titles, status, and sponsor."""
-
-    __tablename__ = "bill"
-
-    congress: Mapped[int]
-    bill_type: Mapped[str]
-    number: Mapped[int]
-
-    title: Mapped[str | None]
-    title_short: Mapped[str | None]
-    official_title: Mapped[str | None]
-
-    status: Mapped[str | None]
-    status_at: Mapped[date | None]
-
-    sponsor_bioguide_id: Mapped[str | None]
-
-    subjects_top_term: Mapped[str | None]
-
-    votes: Mapped[list[Vote]] = relationship(
-        "Vote",
-        back_populates="bill",
-    )
-    bill_texts: Mapped[list[BillText]] = relationship(
-        "BillText",
-        back_populates="bill",
-        cascade="all, delete-orphan",
-    )
-
-    __table_args__ = (
-        UniqueConstraint("congress", "bill_type", "number", name="uq_bill_congress_type_number"),
-        Index("ix_bill_congress", "congress"),
-    )
-
-
-class BillText(DataScienceDevTableBase):
-    """Stores different text versions of a bill (introduced, enrolled, etc.)."""
-
-    __tablename__ = "bill_text"
-
-    bill_id: Mapped[int] = mapped_column(ForeignKey("main.bill.id", ondelete="CASCADE"))
-    version_code: Mapped[str]
-    version_name: Mapped[str | None]
-    text_content: Mapped[str | None]
-    date: Mapped[date | None]
-
-    bill: Mapped[Bill] = relationship("Bill", back_populates="bill_texts")
-
-    __table_args__ = (UniqueConstraint("bill_id", "version_code", name="uq_bill_text_bill_id_version_code"),)

python/orm/data_science_dev/congress/legislator.py

@@ -1,66 +0,0 @@
-"""Legislator model - members of Congress."""
-
-from __future__ import annotations
-
-from datetime import date
-from typing import TYPE_CHECKING
-
-from sqlalchemy import ForeignKey, Text
-from sqlalchemy.orm import Mapped, mapped_column, relationship
-
-from python.orm.data_science_dev.base import DataScienceDevTableBase
-
-if TYPE_CHECKING:
-    from python.orm.data_science_dev.congress.vote import VoteRecord
-
-
-class Legislator(DataScienceDevTableBase):
-    """Members of Congress with identification and current term info."""
-
-    __tablename__ = "legislator"
-
-    bioguide_id: Mapped[str] = mapped_column(Text, unique=True, index=True)
-
-    thomas_id: Mapped[str | None]
-    lis_id: Mapped[str | None]
-    govtrack_id: Mapped[int | None]
-    opensecrets_id: Mapped[str | None]
-    fec_ids: Mapped[str | None]
-
-    first_name: Mapped[str]
-    last_name: Mapped[str]
-    official_full_name: Mapped[str | None]
-    nickname: Mapped[str | None]
-
-    birthday: Mapped[date | None]
-    gender: Mapped[str | None]
-
-    current_party: Mapped[str | None]
-    current_state: Mapped[str | None]
-    current_district: Mapped[int | None]
-    current_chamber: Mapped[str | None]
-
-    social_media_accounts: Mapped[list[LegislatorSocialMedia]] = relationship(
-        "LegislatorSocialMedia",
-        back_populates="legislator",
-        cascade="all, delete-orphan",
-    )
-    vote_records: Mapped[list[VoteRecord]] = relationship(
-        "VoteRecord",
-        back_populates="legislator",
-        cascade="all, delete-orphan",
-    )
-
-
-class LegislatorSocialMedia(DataScienceDevTableBase):
-    """Social media account linked to a legislator."""
-
-    __tablename__ = "legislator_social_media"
-
-    legislator_id: Mapped[int] = mapped_column(ForeignKey("main.legislator.id"))
-    platform: Mapped[str]
-    account_name: Mapped[str]
-    url: Mapped[str | None]
-    source: Mapped[str]
-
-    legislator: Mapped[Legislator] = relationship(back_populates="social_media_accounts")

python/orm/data_science_dev/congress/vote.py

@@ -1,79 +0,0 @@
-"""Vote model - roll call votes in Congress."""
-
-from __future__ import annotations
-
-from datetime import date
-from typing import TYPE_CHECKING
-
-from sqlalchemy import ForeignKey, Index, UniqueConstraint
-from sqlalchemy.orm import Mapped, mapped_column, relationship
-
-from python.orm.data_science_dev.base import DataScienceDevBase, DataScienceDevTableBase
-
-if TYPE_CHECKING:
-    from python.orm.data_science_dev.congress.bill import Bill
-    from python.orm.data_science_dev.congress.legislator import Legislator
-    from python.orm.data_science_dev.congress.vote import Vote
-
-
-class VoteRecord(DataScienceDevBase):
-    """Links a vote to a legislator with their position (Yea, Nay, etc.)."""
-
-    __tablename__ = "vote_record"
-
-    vote_id: Mapped[int] = mapped_column(
-        ForeignKey("main.vote.id", ondelete="CASCADE"),
-        primary_key=True,
-    )
-    legislator_id: Mapped[int] = mapped_column(
-        ForeignKey("main.legislator.id", ondelete="CASCADE"),
-        primary_key=True,
-    )
-    position: Mapped[str]
-
-    vote: Mapped[Vote] = relationship("Vote", back_populates="vote_records")
-    legislator: Mapped[Legislator] = relationship("Legislator", back_populates="vote_records")
-
-
-class Vote(DataScienceDevTableBase):
-    """Roll call votes with counts and optional bill linkage."""
-
-    __tablename__ = "vote"
-
-    congress: Mapped[int]
-    chamber: Mapped[str]
-    session: Mapped[int]
-    number: Mapped[int]
-
-    vote_type: Mapped[str | None]
-    question: Mapped[str | None]
-    result: Mapped[str | None]
-    result_text: Mapped[str | None]
-
-    vote_date: Mapped[date]
-
-    yea_count: Mapped[int | None]
-    nay_count: Mapped[int | None]
-    not_voting_count: Mapped[int | None]
-    present_count: Mapped[int | None]
-
-    bill_id: Mapped[int | None] = mapped_column(ForeignKey("main.bill.id"))
-
-    bill: Mapped[Bill | None] = relationship("Bill", back_populates="votes")
-    vote_records: Mapped[list[VoteRecord]] = relationship(
-        "VoteRecord",
-        back_populates="vote",
-        cascade="all, delete-orphan",
-    )
-
-    __table_args__ = (
-        UniqueConstraint(
-            "congress",
-            "chamber",
-            "session",
-            "number",
-            name="uq_vote_congress_chamber_session_number",
-        ),
-        Index("ix_vote_date", "vote_date"),
-        Index("ix_vote_congress_chamber", "congress", "chamber"),
-    )

python/orm/data_science_dev/models.py

@@ -2,15 +2,9 @@
 
 from __future__ import annotations
 
-from python.orm.data_science_dev.congress import Bill, BillText, Legislator, Vote, VoteRecord
 from python.orm.data_science_dev.posts import partitions  # noqa: F401 — registers partition classes in metadata
 from python.orm.data_science_dev.posts.tables import Posts
 
 __all__ = [
-    "Bill",
-    "BillText",
-    "Legislator",
     "Posts",
-    "Vote",
-    "VoteRecord",
 ]

python/orm/richie/__init__.py

@@ -3,6 +3,7 @@
 from __future__ import annotations
 
 from python.orm.richie.base import RichieBase, TableBase, TableBaseBig, TableBaseSmall
+from python.orm.richie.congress import Bill, Legislator, Vote, VoteRecord
 from python.orm.richie.contact import (
     Contact,
     ContactNeed,
@@ -12,13 +13,17 @@ from python.orm.richie.contact import (
 )
 
 __all__ = [
+    "Bill",
     "Contact",
     "ContactNeed",
     "ContactRelationship",
+    "Legislator",
     "Need",
     "RelationshipType",
     "RichieBase",
     "TableBase",
     "TableBaseBig",
     "TableBaseSmall",
+    "Vote",
+    "VoteRecord",
 ]

python/orm/richie/congress.py

@@ -0,0 +1,150 @@
+"""Congress Tracker database models."""
+
+from __future__ import annotations
+
+from datetime import date
+
+from sqlalchemy import ForeignKey, Index, Text, UniqueConstraint
+from sqlalchemy.orm import Mapped, mapped_column, relationship
+
+from python.orm.richie.base import RichieBase, TableBase
+
+
+class Legislator(TableBase):
+    """Legislator model - members of Congress."""
+
+    __tablename__ = "legislator"
+
+    # Natural key - bioguide ID is the authoritative identifier
+    bioguide_id: Mapped[str] = mapped_column(Text, unique=True, index=True)
+
+    # Other IDs for cross-referencing
+    thomas_id: Mapped[str | None]
+    lis_id: Mapped[str | None]
+    govtrack_id: Mapped[int | None]
+    opensecrets_id: Mapped[str | None]
+    fec_ids: Mapped[str | None]  # JSON array stored as string
+
+    # Name info
+    first_name: Mapped[str]
+    last_name: Mapped[str]
+    official_full_name: Mapped[str | None]
+    nickname: Mapped[str | None]
+
+    # Bio
+    birthday: Mapped[date | None]
+    gender: Mapped[str | None]  # M/F
+
+    # Current term info (denormalized for query efficiency)
+    current_party: Mapped[str | None]
+    current_state: Mapped[str | None]
+    current_district: Mapped[int | None]  # House only
+    current_chamber: Mapped[str | None]  # rep/sen
+
+    # Relationships
+    vote_records: Mapped[list[VoteRecord]] = relationship(
+        "VoteRecord",
+        back_populates="legislator",
+        cascade="all, delete-orphan",
+    )
+
+
+class Bill(TableBase):
+    """Bill model - legislation introduced in Congress."""
+
+    __tablename__ = "bill"
+
+    # Composite natural key: congress + bill_type + number
+    congress: Mapped[int]
+    bill_type: Mapped[str]  # hr, s, hres, sres, hjres, sjres
+    number: Mapped[int]
+
+    # Bill info
+    title: Mapped[str | None]
+    title_short: Mapped[str | None]
+    official_title: Mapped[str | None]
+
+    # Status
+    status: Mapped[str | None]
+    status_at: Mapped[date | None]
+
+    # Sponsor
+    sponsor_bioguide_id: Mapped[str | None]
+
+    # Subjects
+    subjects_top_term: Mapped[str | None]
+
+    # Relationships
+    votes: Mapped[list[Vote]] = relationship(
+        "Vote",
+        back_populates="bill",
+    )
+
+    __table_args__ = (
+        UniqueConstraint("congress", "bill_type", "number", name="uq_bill_congress_type_number"),
+        Index("ix_bill_congress", "congress"),
+    )
+
+
+class Vote(TableBase):
+    """Vote model - roll call votes in Congress."""
+
+    __tablename__ = "vote"
+
+    # Composite natural key: congress + chamber + session + number
+    congress: Mapped[int]
+    chamber: Mapped[str]  # house/senate
+    session: Mapped[int]
+    number: Mapped[int]
+
+    # Vote details
+    vote_type: Mapped[str | None]
+    question: Mapped[str | None]
+    result: Mapped[str | None]
+    result_text: Mapped[str | None]
+
+    # Timing
+    vote_date: Mapped[date]
+
+    # Vote counts (denormalized for efficiency)
+    yea_count: Mapped[int | None]
+    nay_count: Mapped[int | None]
+    not_voting_count: Mapped[int | None]
+    present_count: Mapped[int | None]
+
+    # Related bill (optional - not all votes are on bills)
+    bill_id: Mapped[int | None] = mapped_column(ForeignKey("main.bill.id"))
+
+    # Relationships
+    bill: Mapped[Bill | None] = relationship("Bill", back_populates="votes")
+    vote_records: Mapped[list[VoteRecord]] = relationship(
+        "VoteRecord",
+        back_populates="vote",
+        cascade="all, delete-orphan",
+    )
+
+    __table_args__ = (
+        UniqueConstraint("congress", "chamber", "session", "number", name="uq_vote_congress_chamber_session_number"),
+        Index("ix_vote_date", "vote_date"),
+        Index("ix_vote_congress_chamber", "congress", "chamber"),
+    )
+
+
+class VoteRecord(RichieBase):
+    """Association table: Vote <-> Legislator with position."""
+
+    __tablename__ = "vote_record"
+
+    vote_id: Mapped[int] = mapped_column(
+        ForeignKey("main.vote.id", ondelete="CASCADE"),
+        primary_key=True,
+    )
+    legislator_id: Mapped[int] = mapped_column(
+        ForeignKey("main.legislator.id", ondelete="CASCADE"),
+        primary_key=True,
+    )
+    position: Mapped[str]  # Yea, Nay, Not Voting, Present
+
+    # Relationships
+    vote: Mapped[Vote] = relationship("Vote", back_populates="vote_records")
+    legislator: Mapped[Legislator] = relationship("Legislator", back_populates="vote_records")

python/signal_bot/device_registry.py

@@ -63,9 +63,9 @@ class DeviceRegistry:
             return
 
         with Session(self.engine) as session:
-            device = session.scalars(
+            device = session.execute(
                 select(SignalDevice).where(SignalDevice.phone_number == phone_number)
-            ).one_or_none()
+            ).scalar_one_or_none()
 
             if device:
                 if device.safety_number != safety_number and device.trust_level != TrustLevel.BLOCKED:
@@ -99,9 +99,9 @@ class DeviceRegistry:
         Returns True if the device was found and verified.
         """
         with Session(self.engine) as session:
-            device = session.scalars(
+            device = session.execute(
                 select(SignalDevice).where(SignalDevice.phone_number == phone_number)
-            ).one_or_none()
+            ).scalar_one_or_none()
 
             if not device:
                 logger.warning(f"Cannot verify unknown device: {phone_number}")
@@ -139,9 +139,9 @@ class DeviceRegistry:
     def grant_role(self, phone_number: str, role: Role) -> bool:
         """Add a role to a device. Called by admin over SSH."""
         with Session(self.engine) as session:
-            device = session.scalars(
+            device = session.execute(
                 select(SignalDevice).where(SignalDevice.phone_number == phone_number)
-            ).one_or_none()
+            ).scalar_one_or_none()
 
             if not device:
                 logger.warning(f"Cannot grant role for unknown device: {phone_number}")
@@ -150,7 +150,7 @@ class DeviceRegistry:
             if any(record.name == role for record in device.roles):
                 return True
 
-            role_record = session.scalars(select(RoleRecord).where(RoleRecord.name == role)).one_or_none()
+            role_record = session.execute(select(RoleRecord).where(RoleRecord.name == role)).scalar_one_or_none()
 
             if not role_record:
                 logger.warning(f"Unknown role: {role}")
@@ -165,9 +165,9 @@ class DeviceRegistry:
     def revoke_role(self, phone_number: str, role: Role) -> bool:
         """Remove a role from a device. Called by admin over SSH."""
         with Session(self.engine) as session:
-            device = session.scalars(
+            device = session.execute(
                 select(SignalDevice).where(SignalDevice.phone_number == phone_number)
-            ).one_or_none()
+            ).scalar_one_or_none()
 
             if not device:
                 logger.warning(f"Cannot revoke role for unknown device: {phone_number}")
@@ -182,16 +182,16 @@ class DeviceRegistry:
     def set_roles(self, phone_number: str, roles: list[Role]) -> bool:
         """Replace all roles for a device. Called by admin over SSH."""
         with Session(self.engine) as session:
-            device = session.scalars(
+            device = session.execute(
                 select(SignalDevice).where(SignalDevice.phone_number == phone_number)
-            ).one_or_none()
+            ).scalar_one_or_none()
 
             if not device:
                 logger.warning(f"Cannot set roles for unknown device: {phone_number}")
                 return False
 
             role_names = [str(role) for role in roles]
-            records = session.scalars(select(RoleRecord).where(RoleRecord.name.in_(role_names))).all()
+            records = list(session.execute(select(RoleRecord).where(RoleRecord.name.in_(role_names))).scalars().all())
             device.roles = records
             session.commit()
             self._update_cache(phone_number, device)
@@ -203,7 +203,7 @@ class DeviceRegistry:
     def list_devices(self) -> list[SignalDevice]:
         """Return all known devices."""
         with Session(self.engine) as session:
-            return list(session.scalars(select(SignalDevice)).all())
+            return list(session.execute(select(SignalDevice)).scalars().all())
 
     def sync_identities(self) -> None:
         """Pull identity list from signal-cli and record any new ones."""
@@ -226,7 +226,9 @@ class DeviceRegistry:
     def _load_device(self, phone_number: str) -> SignalDevice | None:
         """Fetch a device by phone number (with joined roles)."""
         with Session(self.engine) as session:
-            return session.scalars(select(SignalDevice).where(SignalDevice.phone_number == phone_number)).one_or_none()
+            return session.execute(
+                select(SignalDevice).where(SignalDevice.phone_number == phone_number)
+            ).scalar_one_or_none()
 
     def _update_cache(self, phone_number: str, device: SignalDevice) -> None:
         """Refresh the cache entry for a device."""
@@ -242,9 +244,9 @@ class DeviceRegistry:
     def _set_trust(self, phone_number: str, level: str, log_msg: str | None = None) -> bool:
         """Update the trust level for a device."""
         with Session(self.engine) as session:
-            device = session.scalars(
+            device = session.execute(
                 select(SignalDevice).where(SignalDevice.phone_number == phone_number)
-            ).one_or_none()
+            ).scalar_one_or_none()
 
             if not device:
                 return False
@@ -267,7 +269,7 @@ def sync_roles(engine: Engine) -> None:
     expected = {role.value for role in Role}
 
     with Session(engine) as session:
-        existing = set(session.scalars(select(RoleRecord.name)).all())
+        existing = {record.name for record in session.execute(select(RoleRecord)).scalars().all()}
 
         to_add = expected - existing
         to_remove = existing - expected

python/tools/snapshot_manager.py

@@ -34,9 +34,8 @@ def main(config_file: Path) -> None:
                 logger.error(msg)
                 signal_alert(msg)
                 continue
-            count_lookup = get_count_lookup(config_file, dataset.name)
+
-            logger.info(f"using {count_lookup} for {dataset.name}")
+            get_snapshots_to_delete(dataset, get_count_lookup(config_file, dataset.name))
-            get_snapshots_to_delete(dataset, count_lookup)
     except Exception:
         logger.exception("snapshot_manager failed")
         signal_alert("snapshot_manager failed")
@@ -100,7 +99,6 @@ def get_snapshots_to_delete(
     """
     snapshots = dataset.get_snapshots()
 
-    logger.info(f"calculating snapshots for {dataset.name} to be deleted")
     if not snapshots:
         logger.info(f"{dataset.name} has no snapshots")
         return

python/tools/whisper/Dockerfile

@@ -1,17 +0,0 @@
-FROM nvidia/cuda:12.4.1-cudnn-runtime-ubuntu22.04
-
-ENV DEBIAN_FRONTEND=noninteractive \
-    PYTHONDONTWRITEBYTECODE=1 \
-    PYTHONUNBUFFERED=1
-
-RUN apt-get update \
-    && apt-get install -y --no-install-recommends python3 python3-pip ffmpeg \
-    && rm -rf /var/lib/apt/lists/*
-
-RUN pip3 install --no-cache-dir --upgrade pip \
-    && pip3 install --no-cache-dir faster-whisper requests
-
-WORKDIR /app
-COPY python/tools/whisper/inference.py /app/inference.py
-
-ENTRYPOINT ["python3", "/app/inference.py"]

python/tools/whisper/Dockerfile.dockerignore

@@ -1,2 +0,0 @@
-*
-!python/tools/whisper/inference.py

python/tools/whisper/__init__.py

@@ -1 +0,0 @@
-"""Whisper transcription tools (host orchestrator and container entrypoint)."""

python/tools/whisper/inference.py

@@ -1,136 +0,0 @@
-"""Container entrypoint that transcribes a directory of audio files with faster-whisper.
-
-Run inside the whisper-transcribe docker image; segment timestamps are grouped
-into one-minute buckets so the output reads as ``[HH:MM:00] text``.
-"""
-
-from __future__ import annotations
-
-import argparse
-import logging
-from pathlib import Path
-
-from faster_whisper import WhisperModel
-
-logger = logging.getLogger(__name__)
-
-AUDIO_EXTENSIONS = {".mp3", ".wav", ".m4a", ".flac", ".ogg", ".opus", ".mp4", ".mkv", ".webm", ".aac"}
-BUCKET_SECONDS = 60
-BEAM_SIZE = 5
-SECONDS_PER_HOUR = 3600
-SECONDS_PER_MINUTE = 60
-
-
-def format_timestamp(total_seconds: float) -> str:
-    """Render a whole-minute timestamp as ``HH:MM:00``.
-
-    Args:
-        total_seconds: Offset in seconds from the start of the audio.
-
-    Returns:
-        A zero-padded ``HH:MM:00`` string.
-    """
-    hours = int(total_seconds // SECONDS_PER_HOUR)
-    minutes = int((total_seconds % SECONDS_PER_HOUR) // SECONDS_PER_MINUTE)
-    return f"{hours:02d}:{minutes:02d}:00"
-
-
-def transcribe_file(model: WhisperModel, audio_path: Path, output_path: Path) -> None:
-    """Transcribe one audio file and write the bucketed transcript to disk.
-
-    Args:
-        model: Loaded faster-whisper model.
-        audio_path: Source audio file.
-        output_path: Destination ``.txt`` path.
-    """
-    logger.info("Transcribing %s", audio_path)
-    segments, info = model.transcribe(
-        str(audio_path),
-        language="en",
-        beam_size=BEAM_SIZE,
-        vad_filter=True,
-    )
-    logger.info("Duration %.1fs", info.duration)
-
-    buckets: dict[int, list[str]] = {}
-    for segment in segments:
-        bucket = int(segment.start // BUCKET_SECONDS)
-        buckets.setdefault(bucket, []).append(segment.text.strip())
-
-    lines = [f"[{format_timestamp(bucket * BUCKET_SECONDS)}] {' '.join(buckets[bucket])}" for bucket in sorted(buckets)]
-    output_path.write_text("\n\n".join(lines) + "\n", encoding="utf-8")
-    logger.info("Wrote %s", output_path)
-
-
-def find_audio_files(input_directory: Path) -> list[Path]:
-    """Collect every audio file under ``input_directory``.
-
-    Args:
-        input_directory: Directory to walk recursively.
-
-    Returns:
-        Sorted list of audio file paths.
-    """
-    return sorted(
-        path for path in input_directory.rglob("*") if path.is_file() and path.suffix.lower() in AUDIO_EXTENSIONS
-    )
-
-
-def configure_container_logger() -> None:
-    """Configure logging for the container (stdout, INFO)."""
-    logging.basicConfig(
-        level=logging.INFO,
-        format="%(asctime)s %(levelname)s %(message)s",
-    )
-
-
-def parse_arguments() -> argparse.Namespace:
-    """Parse CLI arguments for the container entrypoint.
-
-    Returns:
-        Parsed argparse namespace.
-    """
-    parser = argparse.ArgumentParser(description=__doc__)
-    parser.add_argument("--input", type=Path, default=Path("/audio"))
-    parser.add_argument("--output", type=Path, default=Path("/output"))
-    parser.add_argument("--model", default="large-v3")
-    parser.add_argument(
-        "--download-only",
-        action="store_true",
-        help="Download the model into the cache volume and exit without transcribing.",
-    )
-    return parser.parse_args()
-
-
-def main() -> None:
-    """Load the model, then either exit (download-only) or transcribe the directory."""
-    configure_container_logger()
-    arguments = parse_arguments()
-
-    logger.info("Loading model %s on CUDA", arguments.model)
-    model = WhisperModel(arguments.model, device="cuda", compute_type="float16")
-
-    if arguments.download_only:
-        logger.info("Model ready; exiting (download-only mode)")
-        return
-
-    arguments.output.mkdir(parents=True, exist_ok=True)
-
-    audio_files = find_audio_files(arguments.input)
-    if not audio_files:
-        logger.warning("No audio files found in %s", arguments.input)
-        return
-
-    logger.info("Found %d audio file(s)", len(audio_files))
-    for audio_path in audio_files:
-        relative = audio_path.relative_to(arguments.input)
-        output_path = arguments.output / relative.with_suffix(".txt")
-        output_path.parent.mkdir(parents=True, exist_ok=True)
-        if output_path.exists():
-            logger.info("Skip %s (already transcribed)", relative)
-            continue
-        transcribe_file(model, audio_path, output_path)
-
-
-if __name__ == "__main__":
-    main()

python/tools/whisper/transcribe.py

@@ -1,167 +0,0 @@
-"""Build and run the whisper transcription docker container on demand.
-
-The container is started fresh for each invocation and removed on exit
-(``docker run --rm``). The model is cached in a named docker volume so
-only the first run pays the download cost.
-"""
-
-from __future__ import annotations
-
-import logging
-import subprocess
-from pathlib import Path
-from typing import Annotated
-
-import typer
-
-from python.common import configure_logger
-
-logger = logging.getLogger(__name__)
-
-
-class Config:
-    """Paths and names for the whisper-transcribe Docker workflow."""
-
-    image_tag = "whisper-transcribe:latest"
-    model_volume = "whisper-models"
-    repo_root = Path(__file__).resolve().parents[3]
-    dockerfile = Path(__file__).resolve().parent / "Dockerfile"
-    huggingface_cache = "/root/.cache/huggingface"
-
-
-def run_docker(arguments: list[str]) -> None:
-    """Run a docker subcommand, streaming output and raising on failure.
-
-    Args:
-        arguments: Arguments to pass to the ``docker`` binary.
-
-    Raises:
-        subprocess.CalledProcessError: If docker exits non-zero.
-    """
-    logger.info("docker %s", " ".join(arguments))
-    subprocess.run(["docker", *arguments], check=True)
-
-
-def build_image() -> None:
-    """Build the whisper-transcribe image using the repo root as build context."""
-    logger.info("Building image %s", Config.image_tag)
-    run_docker(
-        [
-            "build",
-            "--tag",
-            Config.image_tag,
-            "--file",
-            str(Config.dockerfile),
-            str(Config.repo_root),
-        ],
-    )
-
-
-def model_cache_present(model: str) -> bool:
-    """Check whether the given model is already downloaded in the cache volume.
-
-    Args:
-        model: faster-whisper model name (e.g. ``large-v3``).
-
-    Returns:
-        True if the HuggingFace cache directory for the model exists in the volume.
-    """
-    cache_directory = f"hub/models--Systran--faster-whisper-{model}"
-    completed = subprocess.run(
-        [
-            "docker",
-            "run",
-            "--rm",
-            "--volume",
-            f"{Config.model_volume}:/cache",
-            "alpine",
-            "test",
-            "-d",
-            f"/cache/{cache_directory}",
-        ],
-        check=False,
-    )
-    return completed.returncode == 0
-
-
-def download_model(model: str) -> None:
-    """Download the model into the cache volume and exit.
-
-    Args:
-        model: faster-whisper model name.
-    """
-    logger.info("Downloading model %s into volume %s", model, Config.model_volume)
-    run_docker(
-        [
-            "run",
-            "--rm",
-            "--device=nvidia.com/gpu=all",
-            "--ipc=host",
-            "--volume",
-            f"{Config.model_volume}:{Config.huggingface_cache}",
-            Config.image_tag,
-            "--model",
-            model,
-            "--download-only",
-        ],
-    )
-
-
-def transcribe(input_directory: Path, output_directory: Path, model: str) -> None:
-    """Run transcription on every audio file under ``input_directory``.
-
-    Args:
-        input_directory: Host path containing audio files (mounted read-only).
-        output_directory: Host path for ``.txt`` transcripts.
-        model: faster-whisper model name.
-    """
-    logger.info("Transcribing %s -> %s (model=%s)", input_directory, output_directory, model)
-    run_docker(
-        [
-            "run",
-            "--rm",
-            "--device=nvidia.com/gpu=all",
-            "--ipc=host",
-            "--volume",
-            f"{input_directory}:/audio:ro",
-            "--volume",
-            f"{output_directory}:/output",
-            "--volume",
-            f"{Config.model_volume}:{Config.huggingface_cache}",
-            Config.image_tag,
-            "--model",
-            model,
-        ],
-    )
-
-
-def main(
-    input_directory: Annotated[Path, typer.Argument(help="Directory of audio files to transcribe.")],
-    output_directory: Annotated[Path, typer.Argument(help="Directory to write .txt transcripts to.")],
-    model: Annotated[str, typer.Option(help="faster-whisper model name.")] = "large-v3",
-    *,
-    force_download: Annotated[
-        bool,
-        typer.Option("--force-download", help="Re-download the model even if already cached."),
-    ] = False,
-) -> None:
-    """Build the image, ensure the model is cached, then transcribe and stop."""
-    configure_logger()
-
-    resolved_input = input_directory.resolve(strict=True)
-    output_directory.mkdir(parents=True, exist_ok=True)
-    resolved_output = output_directory.resolve()
-
-    build_image()
-
-    if force_download or not model_cache_present(model):
-        download_model(model)
-    else:
-        logger.info("Model %s already cached in volume %s", model, Config.model_volume)
-
-    transcribe(resolved_input, resolved_output, model)
-    logger.info("Done. Container stopped.")
-
-
-if __name__ == "__main__":
-    typer.run(main)

systems/bob/default.nix

@@ -1,10 +1,9 @@
-{ inputs, pkgs, ... }:
+{ inputs, ... }:
 {
   imports = [
-    "${inputs.self}/users/math"
     "${inputs.self}/users/richie"
-    "${inputs.self}/users/steve"
     "${inputs.self}/common/global"
+    "${inputs.self}/common/optional/desktop.nix"
     "${inputs.self}/common/optional/docker.nix"
     "${inputs.self}/common/optional/scanner.nix"
     "${inputs.self}/common/optional/steam.nix"
@@ -13,17 +12,13 @@
     "${inputs.self}/common/optional/update.nix"
     "${inputs.self}/common/optional/yubikey.nix"
     "${inputs.self}/common/optional/zerotier.nix"
+    "${inputs.self}/common/optional/brain_substituter.nix"
     "${inputs.self}/common/optional/nvidia.nix"
     ./hardware.nix
     ./syncthing.nix
     ./llms.nix
   ];
 
-  boot = {
-    kernelPackages = pkgs.linuxPackages_6_18;
-    zfs.package = pkgs.zfs_2_4;
-  };
-
   networking = {
     hostName = "bob";
     hostId = "7c678a41";

systems/bob/hardware.nix

@@ -28,6 +28,7 @@
         allowDiscards = true;
         keyFileSize = 4096;
         keyFile = "/dev/disk/by-id/usb-Samsung_Flash_Drive_FIT_0374620080067131-0:0";
+        fallbackToPassword = true;
       };
     };
     kernelModules = [ "kvm-amd" ];

systems/bob/llms.nix

@@ -23,7 +23,6 @@
       "magistral:24b"
       "ministral-3:14b"
       "nemotron-3-nano:30b"
-      "nemotron-3-nano:4b"
       "nemotron-cascade-2:30b"
       "qwen3-coder:30b"
       "qwen3-embedding:0.6b"
@@ -42,13 +41,11 @@
       "qwen3:8b"
       "qwen3.5:27b"
       "qwen3.5:35b"
-      "qwen3.6:35b"
       "translategemma:12b"
       "translategemma:27b"
       "translategemma:4b"
-      "rinex20/translategemma3:12b"
     ];
-    models = "/zfs/storage/models";
+    models = "/zfs/models";
     openFirewall = true;
   };
 }

systems/bob/syncthing.nix

@@ -31,15 +31,5 @@
       ];
       fsWatcherEnabled = true;
     };
-    "recordings" = {
-      path = "/home/richie/recordings";
-      devices = [
-        "jeeves"
-        "phone"
-        "rhapsody-in-green"
-      ];
-      fsWatcherEnabled = true;
-    };
-
   };
 }

systems/brain/hardware.nix

@@ -26,6 +26,7 @@
         allowDiscards = true;
         keyFileSize = 4096;
         keyFile = "/dev/disk/by-id/usb-USB_SanDisk_3.2Gen1_03021630090925173333-0:0";
+        fallbackToPassword = true;
       };
     };
     kernelModules = [ "kvm-intel" ];

systems/jeeves/default.nix

@@ -4,10 +4,9 @@ let
 in
 {
   imports = [
-    "${inputs.self}/users/dov"
-    "${inputs.self}/users/math"
     "${inputs.self}/users/richie"
-    "${inputs.self}/users/steve"
+    "${inputs.self}/users/math"
+    "${inputs.self}/users/dov"
     "${inputs.self}/common/global"
     "${inputs.self}/common/optional/docker.nix"
     "${inputs.self}/common/optional/ssh_decrypt.nix"
@@ -16,7 +15,6 @@ in
     "${inputs.self}/common/optional/zerotier.nix"
     ./docker
     ./services
-    ./web_services
     ./hardware.nix
     ./networking.nix
     ./programs.nix

systems/jeeves/hardware.nix

@@ -9,6 +9,7 @@ let
     inherit device;
     keyFileSize = 4096;
     keyFile = "/dev/disk/by-id/usb-XIAO_USB_Drive_24587CE29074-0:0";
+    fallbackToPassword = true;
   };
   makeLuksSSD =
     device:

systems/jeeves/scripts/zfs.sh

@@ -21,8 +21,7 @@ sudo zfs create media/secure/docker -o compression=zstd-9
 sudo zfs create media/secure/github-runners -o compression=zstd-9 -o sync=disabled
 sudo zfs create media/secure/home_assistant -o compression=zstd-19
 sudo zfs create media/secure/notes -o copies=2
-sudo zfs create media/secure/postgres -o mountpoint=/zfs/media/database/postgres -o recordsize=16k -o primarycache=metadata
+sudo zfs create media/secure/postgres -o recordsize=16k -o primarycache=metadata
-sudo zfs create media/secure/postgres-wal -o mountpoint=/zfs/media/database/postgres-wal -o recordsize=32k -o primarycache=metadata -o special_small_blocks=32K -o compression=lz4 -o secondarycache=none -o logbias=latency
 sudo zfs create media/secure/services -o compression=zstd-9
 sudo zfs create media/secure/share -o mountpoint=/zfs/media/share -o exec=off
 

systems/jeeves/services/bluesky_firehose.nix

@@ -0,0 +1,96 @@
+{
+  pkgs,
+  inputs,
+  ...
+}:
+let
+  commonEnv = {
+    PYTHONPATH = "${inputs.self}";
+    KAFKA_BOOTSTRAP_SERVERS = "localhost:9092";
+    BLUESKY_FIREHOSE_TOPIC = "bluesky.firehose.posts";
+  };
+  commonServiceConfig = {
+    Type = "simple";
+    WorkingDirectory = "${inputs.self}";
+    User = "richie";
+    Group = "users";
+    Restart = "on-failure";
+    RestartSec = "10s";
+    StandardOutput = "journal";
+    StandardError = "journal";
+    NoNewPrivileges = true;
+    ProtectSystem = "strict";
+    ProtectHome = "read-only";
+    PrivateTmp = true;
+    ReadOnlyPaths = [ "${inputs.self}" ];
+  };
+in
+{
+  systemd.services.bluesky-firehose-topic-init = {
+    description = "Create Kafka topic for Bluesky firehose";
+    after = [ "apache-kafka.service" ];
+    requires = [ "apache-kafka.service" ];
+    wantedBy = [ "multi-user.target" ];
+
+    serviceConfig = {
+      Type = "oneshot";
+      RemainAfterExit = true;
+      ExecStart = pkgs.writeShellScript "create-bluesky-topic" ''
+        ${pkgs.apacheKafka}/bin/kafka-topics.sh \
+          --bootstrap-server localhost:9092 \
+          --create \
+          --if-not-exists \
+          --topic bluesky.firehose.posts \
+          --partitions 6 \
+          --replication-factor 1
+      '';
+    };
+  };
+
+  systemd.services.bluesky-firehose-producer = {
+    description = "Bluesky Jetstream to Kafka producer";
+    after = [
+      "network.target"
+      "apache-kafka.service"
+      "bluesky-firehose-topic-init.service"
+    ];
+    requires = [
+      "apache-kafka.service"
+      "bluesky-firehose-topic-init.service"
+    ];
+    wantedBy = [ "multi-user.target" ];
+
+    environment = commonEnv;
+
+    serviceConfig = commonServiceConfig // {
+      ExecStart = "${pkgs.my_python}/bin/python -m python.data_science.firehose_producer";
+    };
+  };
+
+  systemd.services.bluesky-firehose-consumer = {
+    description = "Bluesky Kafka to PostgreSQL consumer";
+    after = [
+      "network.target"
+      "apache-kafka.service"
+      "bluesky-firehose-topic-init.service"
+      "postgresql.service"
+    ];
+    requires = [
+      "apache-kafka.service"
+      "bluesky-firehose-topic-init.service"
+      "postgresql.service"
+    ];
+    wantedBy = [ "multi-user.target" ];
+
+    environment = commonEnv // {
+      DATA_SCIENCE_DEV_DB = "data_science_dev";
+      DATA_SCIENCE_DEV_USER = "richie";
+      DATA_SCIENCE_DEV_HOST = "/run/postgresql";
+      DATA_SCIENCE_DEV_PORT = "5432";
+    };
+
+    serviceConfig = commonServiceConfig // {
+      ExecStart = "${pkgs.my_python}/bin/python -m python.data_science.firehose_consumer";
+    };
+  };
+}

systems/jeeves/services/cloud_flare_tunnel.nix

@@ -0,0 +1,17 @@
+{ pkgs, ... }:
+let
+  vars = import ../vars.nix;
+in
+{
+  systemd.services.cloud_flare_tunnel = {
+    description = "cloud_flare_tunnel proxy's traffic through cloudflare";
+    after = [ "network.target" ];
+    wantedBy = [ "multi-user.target" ];
+    serviceConfig = {
+      Type = "simple";
+      EnvironmentFile = "${vars.secrets}/docker/cloud_flare_tunnel";
+      ExecStart = "${pkgs.cloudflared}/bin/cloudflared --no-autoupdate tunnel run";
+      Restart = "on-failure";
+    };
+  };
+}

systems/jeeves/services/gitea.nix

@@ -2,10 +2,7 @@ let
   vars = import ../vars.nix;
 in
 {
-  networking.firewall.allowedTCPPorts = [
+  networking.firewall.allowedTCPPorts = [ 6443 ];
-    6443
-    2223
-  ];
 
   services.gitea = {
     enable = true;
@@ -27,7 +24,7 @@ in
         ROOT_URL = "https://gitea.tmmworkshop.com/";
         HTTP_PORT = 6443;
         SSH_PORT = 2223;
-        SSH_LISTEN_PORT = 2223;
+        SSH_LISTEN_PORT = 2224;
         START_SSH_SERVER = true;
         PUBLIC_URL_DETECTION = "auto";
       };

systems/jeeves/services/haproxy.cfg

@@ -6,7 +6,6 @@ global
 defaults
   log global
   mode http
-  option httplog
   retries 3
   maxconn 2000
   timeout connect 5s
@@ -23,37 +22,25 @@ defaults
 #Application Setup
 frontend ContentSwitching
   bind *:80 v4v6
-  bind *:443 v4v6 ssl crt /var/lib/acme/audiobookshelf.tmmworkshop.com/full.pem crt /var/lib/acme/cache.tmmworkshop.com/full.pem crt /var/lib/acme/jellyfin.tmmworkshop.com/full.pem crt /var/lib/acme/share.tmmworkshop.com/full.pem crt /var/lib/acme/gitea.tmmworkshop.com/full.pem
+  bind *:443 v4v6 ssl crt /zfs/storage/secrets/docker/cloudflare.pem
   mode  http
-
-  # ACME challenge routing (must be first)
-  acl is_acme path_beg /.well-known/acme-challenge/
-  use_backend acme_challenge if is_acme
-
   # tmmworkshop.com
   acl host_audiobookshelf  hdr(host) -i audiobookshelf.tmmworkshop.com
   acl host_cache  hdr(host) -i cache.tmmworkshop.com
   acl host_jellyfin  hdr(host) -i jellyfin.tmmworkshop.com
   acl host_share  hdr(host) -i share.tmmworkshop.com
+  acl host_gcw  hdr(host) -i gcw.tmmworkshop.com
+  acl host_n8n  hdr(host) -i n8n.tmmworkshop.com
   acl host_gitea  hdr(host) -i gitea.tmmworkshop.com
 
-  # Hosts allowed to serve plain HTTP (add entries to skip the HTTPS redirect)
-  acl allow_http hdr(host) -i __none__
-  # acl allow_http hdr(host) -i example.tmmworkshop.com
-
-  # Redirect all HTTP to HTTPS unless on the allow list or ACME challenge
-  http-request redirect scheme https code 301 if !{ ssl_fc } !allow_http !is_acme
-
   use_backend audiobookshelf_nodes if host_audiobookshelf
   use_backend cache_nodes  if host_cache
   use_backend jellyfin if host_jellyfin
   use_backend share_nodes  if host_share
+  use_backend gcw_nodes  if host_gcw
+  use_backend n8n  if host_n8n
   use_backend gitea  if host_gitea
 
-backend acme_challenge
-  mode http
-  server acme 127.0.0.1:8402
-
 backend audiobookshelf_nodes
   mode http
   server server 127.0.0.1:8000
@@ -73,6 +60,14 @@ backend share_nodes
   mode http
   server server 127.0.0.1:8091
 
+backend gcw_nodes
+  mode http
+  server server 127.0.0.1:8092
+
+backend n8n
+  mode http
+  server server 127.0.0.1:5678
+
 backend gitea
   mode http
-  server server 127.0.0.1:6443
+  server server 127.0.0.1:6443

systems/jeeves/services/hedgedoc.nix

@@ -1,24 +0,0 @@
-{
-  services.hedgedoc = {
-    enable = true;
-    settings = {
-      host = "0.0.0.0";
-      port = 3000;
-      domain = "192.168.90.40";
-      urlAddPort = true;
-      protocolUseSSL = false;
-      db = {
-        dialect = "postgres";
-        database = "hedgedoc";
-        username = "hedgedoc";
-        host = "/run/postgresql";
-      };
-    };
-  };
-  networking.firewall.allowedTCPPorts = [ 3000 ];
-
-  systemd.services.hedgedoc = {
-    after = [ "postgresql.service" ];
-    requires = [ "postgresql.service" ];
-  };
-}

systems/jeeves/services/kafka.nix

@@ -7,13 +7,6 @@ in
     settings = {
       listeners = [ "PLAINTEXT://localhost:9092" ];
       "log.dirs" = [ vars.kafka ];
-      "num.partitions" = 6;
-      "default.replication.factor" = 1;
-      "log.retention.hours" = 168;
-      "log.retention.bytes" = 10737418240;
-      "log.segment.bytes" = 1073741824;
-      "log.cleanup.policy" = "delete";
-      "auto.create.topics.enable" = false;
     };
   };
 }

systems/jeeves/services/postgress.nix

@@ -5,10 +5,6 @@ in
 {
   networking.firewall.allowedTCPPorts = [ 5432 ];
 
-  # Symlink pg_wal to a ZFS dataset on the special (metadata) vdev for fast WAL writes
-  # this is required for systemd sandboxing
-  systemd.services.postgresql.serviceConfig.ReadWritePaths = [ "/zfs/media/database/postgres-wal" ];
-
   services.postgresql = {
     enable = true;
     package = pkgs.postgresql_17_jit;
@@ -37,9 +33,6 @@ in
       # signalbot
       local signalbot  signalbot   trust
 
-      # hedgedoc
-      local hedgedoc   hedgedoc    trust
-
       # math
       local postgres  math   trust
       host  postgres  math   127.0.0.1/32    trust
@@ -119,19 +112,11 @@ in
           login = true;
         };
       }
-      {
-        name = "hedgedoc";
-        ensureDBOwnership = true;
-        ensureClauses = {
-          login = true;
-        };
-      }
     ];
     ensureDatabases = [
       "data_science_dev"
       "hass"
       "gitea"
-      "hedgedoc"
       "math"
       "n8n"
       "richie"

systems/jeeves/services/validate_system.toml

@@ -1,6 +1,7 @@
 zpool = ["root_pool", "storage", "media"]
 services = [
     "audiobookshelf",
+    "cloud_flare_tunnel",
     "haproxy",
     "docker",
     "home-assistant",

systems/jeeves/snapshot_config.toml

@@ -4,7 +4,6 @@ hourly = 24
 daily = 0
 monthly = 0
 
-# root_pool
 ["root_pool/home"]
 15_min = 8
 hourly = 24
@@ -28,96 +27,57 @@ monthly = 0
 hourly = 24
 daily = 30
 monthly = 6
-# storage
-["storage/ollama"]
-15_min = 2
-hourly = 0
-daily = 0
-monthly = 0
 
-["storage/secure"]
+["storage/plex"]
-15_min = 0
-hourly = 0
-daily = 0
-monthly = 0
-
-["storage/secure/plex"]
 15_min = 6
 hourly = 2
 daily = 1
 monthly = 0
 
-["storage/secure/transmission"]
+["media/plex"]
-15_min = 4
+15_min = 6
-hourly = 0
+hourly = 2
-daily = 0
+daily = 1
 monthly = 0
 
-["storage/secure/secrets"]
+["media/notes"]
 15_min = 8
 hourly = 24
 daily = 30
 monthly = 12
 
-# media
+["media/docker"]
-["media/temp"]
+15_min = 3
-15_min = 2
+hourly = 12
-hourly = 0
+daily = 14
-daily = 0
+monthly = 2
-monthly = 0
+
-
+["media/services"]
-["media/secure"]
+15_min = 3
-15_min = 0
+hourly = 12
-hourly = 0
+daily = 14
-daily = 0
+monthly = 2
-monthly = 0
+
-
+["media/home_assistant"]
-["media/secure/plex"]
-15_min = 6
-hourly = 2
-daily = 1
-monthly = 0
-
-["media/secure/postgres-wal"]
-15_min = 4
-hourly = 2
-daily = 0
-monthly = 0
-
-
-["media/secure/postgres"]
-15_min = 8
-hourly = 24
-daily = 7
-monthly = 0
-
-["media/secure/share"]
-15_min = 4
-hourly = 0
-daily = 0
-monthly = 0
-
-["media/secure/github-runners"]
-15_min = 6
-hourly = 2
-daily = 1
-monthly = 0
-
-["media/secure/notes"]
-15_min = 8
-hourly = 24
-daily = 30
-monthly = 12
-
-["media/secure/docker"]
 15_min = 3
 hourly = 12
 daily = 14
 monthly = 2
 
-# scratch
 ["scratch/transmission"]
-15_min = 2
+15_min = 0
+hourly = 0
+daily = 0
+monthly = 0
+
+["storage/transmission"]
+15_min = 0
+hourly = 0
+daily = 0
+monthly = 0
+
+["storage/ollama"]
+15_min = 0
 hourly = 0
 daily = 0
 monthly = 0

systems/jeeves/syncthing.nix

@@ -89,16 +89,7 @@ in
           ];
           fsWatcherEnabled = true;
         };
-        "recordings" = {
+        #
-          path = "/home/richie/recordings";
-          devices = [
-            "bob"
-            "phone"
-            "rhapsody-in-green"
-          ];
-          fsWatcherEnabled = true;
-        };
-        # davids-server
         "davids-backup1" = {
           id = "8229p-8z3tm"; # cspell:disable-line
           path = "${vars.syncthing}/davids_backups/1";

systems/jeeves/web_services/acme.nix

@@ -1,62 +0,0 @@
-let
-  domains = [
-    "audiobookshelf"
-    "cache"
-    "gitea"
-    "jellyfin"
-    "share"
-  ];
-
-  makeCert = name: {
-    name = "${name}.tmmworkshop.com";
-    value = {
-      webroot = "/var/lib/acme/.challenges";
-      group = "acme";
-      reloadServices = [ "haproxy.service" ];
-    };
-  };
-
-  acmeServices = map (domain: "acme-${domain}.tmmworkshop.com.service") domains;
-in
-{
-  users.users.haproxy.extraGroups = [ "acme" ];
-
-  security.acme = {
-    acceptTerms = true;
-    defaults.email = "Richie@tmmworkshop.com";
-    certs = builtins.listToAttrs (map makeCert domains);
-  };
-
-  # Minimal nginx to serve ACME HTTP-01 challenge files for HAProxy
-  services.nginx = {
-    enable = true;
-    virtualHosts."acme-challenge" = {
-      listen = [
-        {
-          addr = "127.0.0.1";
-          port = 8402;
-        }
-      ];
-      locations."/.well-known/acme-challenge/" = {
-        root = "/var/lib/acme/.challenges";
-      };
-    };
-  };
-
-  # Ensure the challenge directory exists with correct permissions
-  systemd.tmpfiles.rules = [
-    "d /var/lib/acme/.challenges 0750 acme acme - -"
-    "d /var/lib/acme/.challenges/.well-known 0750 acme acme - -"
-    "d /var/lib/acme/.challenges/.well-known/acme-challenge 0750 acme acme - -"
-  ];
-
-  users.users.nginx.extraGroups = [ "acme" ];
-
-  # HAProxy needs certs to exist before it can bind :443.
-  # NixOS's acme module generates self-signed placeholders on first boot
-  # via acme-<domain>.service — just make HAProxy wait for them.
-  systemd.services.haproxy = {
-    after = acmeServices;
-    wants = acmeServices;
-  };
-}

systems/jeeves/web_services/default.nix

@@ -1,9 +0,0 @@
-{ lib, ... }:
-{
-  imports =
-    let
-      files = builtins.attrNames (builtins.readDir ./.);
-      nixFiles = builtins.filter (name: lib.hasSuffix ".nix" name && name != "default.nix") files;
-    in
-    map (file: ./. + "/${file}") nixFiles;
-}

systems/rhapsody-in-green/default.nix

@@ -14,7 +14,6 @@
     ./llms.nix
     ./open_webui.nix
     ./qmk.nix
-    ./sunshine.nix
     ./syncthing.nix
     inputs.nixos-hardware.nixosModules.framework-13-7040-amd
   ];
@@ -24,19 +23,11 @@
     hostId = "6404140d";
     firewall = {
       enable = true;
-      allowedTCPPorts = [
+      allowedTCPPorts = [ ];
-        8000
-        8080
-      ];
     };
     networkmanager.enable = true;
   };
 
-  programs.appimage = {
-    enable = true;
-    binfmt = true; # allows *.AppImage to be run directly
-  };
-
   services = {
     openssh.ports = [ 922 ];
     flatpak.enable = true;

systems/rhapsody-in-green/llms.nix

@@ -8,8 +8,9 @@
       "deepscaler:1.5b"
       "deepseek-r1:8b"
       "gemma3:12b"
+      "gemma3:27b"
+      "gpt-oss:20b"
       "lfm2:24b"
-      "nemotron-3-nano:4b"
       "qwen3:14b"
       "qwen3.5:27b"
     ];

systems/rhapsody-in-green/sunshine.nix

@@ -1,28 +0,0 @@
-{ pkgs, ... }:
-{
-  services.sunshine = {
-    enable = true;
-    openFirewall = true;
-    capSysAdmin = true;
-  };
-  environment.systemPackages = [ pkgs.kdePackages.libkscreen ];
-
-  boot = {
-    kernelParams = [
-      "drm.edid_firmware=DP-4:edid/virtual-display.bin"
-      "video=DP-4:e"
-    ];
-  };
-
-  hardware.firmware = [
-    (pkgs.runCommandLocal "virtual-display-edid"
-      {
-        compressFirmware = false;
-      }
-      ''
-        mkdir -p $out/lib/firmware/edid
-        cp ${./edid/virtual-display.bin} $out/lib/firmware/edid/virtual-display.bin
-      ''
-    )
-  ];
-}

systems/rhapsody-in-green/syncthing.nix

@@ -55,15 +55,6 @@
       ];
       fsWatcherEnabled = true;
     };
-    "recordings" = {
-      path = "/home/richie/recordings";
-      devices = [
-        "bob"
-        "jeeves"
-        "phone"
-      ];
-      fsWatcherEnabled = true;
-    };
     "vault" = {
       path = "/home/richie/vault";
       devices = [

tests/test_signal_bot.py

@@ -210,9 +210,9 @@ class TestContactCache:
             mock_session_cls.return_value.__exit__ = MagicMock(return_value=False)
             mock_device = MagicMock()
             mock_device.trust_level = TrustLevel.UNVERIFIED
-            mock_session.scalars.return_value.one_or_none.return_value = mock_device
+            mock_session.execute.return_value.scalar_one_or_none.return_value = mock_device
             registry.record_contact("+1234", "abc")
-            mock_session.scalars.assert_called_once()
+            mock_session.execute.assert_called_once()
 
 
 class TestLocationCommand:

users/dov/home/cli/git.nix

@@ -1,7 +1,6 @@
 {
   programs.git = {
     enable = true;
-    signing.format = null;
     settings = {
       user = {
         email = "dov.kruger@gmail.com";

users/elise/home/cli/git.nix

@@ -1,7 +1,6 @@
 {
   programs.git = {
     enable = true;
-    signing.format = null;
     settings = {
       user = {
         email = "DumbPuppy208@gmail.com";

users/math/home/cli/git.nix

@@ -1,7 +1,6 @@
 {
   programs.git = {
     enable = true;
-    signing.format = null;
     settings = {
       user = {
         email = "matthew.michal11@gmail.com";

users/math/systems/bob.nix

@@ -1,5 +0,0 @@
-{
-  imports = [
-    ../home/global.nix
-  ];
-}

users/richie/home/cli/git.nix

@@ -1,7 +1,6 @@
 {
   programs.git = {
     enable = true;
-    signing.format = null;
     settings = {
       user = {
         email = "Richie@tmmworkshop.com";

users/richie/home/gui/default.nix

@@ -22,10 +22,9 @@
     chromium
     # dev tools
     claude-code
-    codex
     gparted
     jetbrains.datagrip
-    opencode
     proxychains
+    opencode
   ];
 }

users/richie/home/gui/vscode/settings.json

@@ -20,15 +20,15 @@
   // turns off all sounds and announcements
   "accessibility.signals.terminalCommandFailed": {
     "sound": "off",
-    "announcement": "off",
+    "announcement": "off"
   },
   "accessibility.signals.terminalQuickFix": {
     "sound": "off",
-    "announcement": "off",
+    "announcement": "off"
   },
   "accessibility.signals.terminalBell": {
     "sound": "off",
-    "announcement": "off",
+    "announcement": "off"
   },
 
   // database settings
@@ -41,8 +41,8 @@
       "driver": "PostgreSQL",
       "name": "main",
       "database": "postgres",
-      "username": "richie",
+      "username": "richie"
-    },
+    }
   ],
 
   // formatters
@@ -55,7 +55,7 @@
   "[yaml]": { "editor.defaultFormatter": "redhat.vscode-yaml" },
   "[javascriptreact]": { "editor.defaultFormatter": "esbenp.prettier-vscode" },
   "[github-actions-workflow]": {
-    "editor.defaultFormatter": "redhat.vscode-yaml",
+    "editor.defaultFormatter": "redhat.vscode-yaml"
   },
   "[dockercompose]": {
     "editor.insertSpaces": true,
@@ -64,9 +64,9 @@
     "editor.quickSuggestions": {
       "other": true,
       "comments": false,
-      "strings": true,
+      "strings": true
     },
-    "editor.defaultFormatter": "redhat.vscode-yaml",
+    "editor.defaultFormatter": "redhat.vscode-yaml"
   },
 
   // spell check
@@ -78,8 +78,7 @@
     "Corvidae",
     "drivername",
     "fastapi",
-    "sandboxing",
+    "syncthing"
-    "syncthing",
   ],
 
   // nix
@@ -97,5 +96,5 @@
   // new
   "hediet.vscode-drawio.resizeImages": null,
   "hediet.vscode-drawio.appearance": "automatic",
-  "claudeCode.preferredLocation": "panel",
+  "claudeCode.preferredLocation": "panel"
 }

users/richie/systems/bob.nix

@@ -1,5 +1,6 @@
 {
   imports = [
     ../home/global.nix
+    ../home/gui
   ];
 }

users/steve/default.nix

@@ -1,44 +0,0 @@
-{
-  pkgs,
-  config,
-  ...
-}:
-let
-  ifTheyExist = groups: builtins.filter (group: builtins.hasAttr group config.users.groups) groups;
-in
-{
-
-  users = {
-    users.steve = {
-      isNormalUser = true;
-
-      shell = pkgs.zsh;
-      group = "steve";
-      openssh.authorizedKeys.keys = [
-        "ssh-ed25519 AAAAC3NzaC1lZDI1NTE5AAAAIJH03VzDbUhzfhvwD+OsYh6GobODYaI9jdNdzWQoqFsp matth@Jove" # cspell:disable-line
-      ];
-      extraGroups = [
-        "audio"
-        "video"
-        "wheel"
-        "users"
-      ]
-      ++ ifTheyExist [
-        "dialout"
-        "docker"
-        "hass"
-        "libvirtd"
-        "networkmanager"
-        "plugdev"
-        "scanner"
-        "transmission"
-        "uaccess"
-        "wireshark"
-      ];
-      uid = 1005;
-    };
-
-    groups.steve.gid = 1005;
-  };
-  home-manager.users.steve = import ./systems/${config.networking.hostName}.nix;
-}

users/steve/home/cli/default.nix

@@ -1,9 +0,0 @@
-{
-  imports = [
-    ./direnv.nix
-    ./git.nix
-    ./zsh.nix
-  ];
-
-  programs.starship.enable = true;
-}

users/steve/home/cli/direnv.nix

@@ -1,8 +0,0 @@
-{
-
-  programs.direnv = {
-    enable = true;
-    enableZshIntegration = true;
-    nix-direnv.enable = true;
-  };
-}

users/steve/home/cli/git.nix

@@ -1,15 +0,0 @@
-{
-  programs.git = {
-    enable = true;
-    signing.format = null;
-    settings = {
-      user = {
-        email = "matthew.michal11@gmail.com";
-        name = "Matthew Michal";
-      };
-      pull.rebase = true;
-      color.ui = true;
-    };
-    lfs.enable = true;
-  };
-}

users/steve/home/cli/zsh.nix

@@ -1,28 +0,0 @@
-{
-  programs.zsh = {
-    enable = true;
-    syntaxHighlighting.enable = true;
-    history.size = 10000;
-    oh-my-zsh = {
-      enable = true;
-      plugins = [
-        "git"
-        "docker"
-        "docker-compose"
-        "colored-man-pages"
-        "rust"
-        "systemd"
-        "tmux"
-        "ufw"
-        "z"
-      ];
-    };
-    shellAliases = {
-      "lrt" = "eza --icons -lsnew";
-      "ls" = "eza";
-      "ll" = "eza --long --group";
-      "la" = "eza --all";
-
-    };
-  };
-}

users/steve/home/global.nix

@@ -1,22 +0,0 @@
-{ config, ... }:
-{
-  imports = [
-    ./cli
-    ./programs.nix
-    ./ssh_config.nix
-  ];
-
-  programs = {
-    home-manager.enable = true;
-    git.enable = true;
-  };
-
-  home = {
-    username = "steve";
-    homeDirectory = "/home/${config.home.username}";
-    stateVersion = "24.05";
-    sessionVariables = {
-      FLAKE = "$HOME/dotfiles";
-    };
-  };
-}

users/steve/home/programs.nix

@@ -1,57 +0,0 @@
-{ pkgs, ... }:
-{
-  home.packages = with pkgs; [
-    # cli
-    bat
-    btop
-    eza
-    fd
-    ffmpegthumbnailer
-    fzf
-    git
-    gnupg
-    imagemagick
-    jq
-    ncdu
-    ouch
-    p7zip
-    poppler
-    rar
-    ripgrep
-    starship
-    tmux
-    unzip
-    yazi
-    zoxide
-    # system info
-    hwloc
-    lynis
-    pciutils
-    smartmontools
-    usbutils
-    # networking
-    iperf3
-    nmap
-    wget
-    # python
-    poetry
-    ruff
-    uv
-    # nodejs
-    nodejs
-    # Rust packages
-    trunk
-    wasm-pack
-    cargo-watch
-    cargo-generate
-    cargo-audit
-    cargo-update
-    # nix
-    nix-init
-    nix-output-monitor
-    nix-prefetch
-    nix-tree
-    nixfmt
-    treefmt
-  ];
-}

users/steve/home/ssh_config.nix

@@ -1,6 +0,0 @@
-{
-  programs.ssh = {
-    enable = true;
-    enableDefaultConfig = false;
-  };
-}

users/steve/systems/bob.nix

@@ -1,5 +0,0 @@
-{
-  imports = [
-    ../home/global.nix
-  ];
-}

users/steve/systems/jeeves.nix

@@ -1,5 +0,0 @@
-{
-  imports = [
-    ../home/global.nix
-  ];
-}