Backpropagate is a Python library for fine-tuning large language models on a single GPU. In versions 1.1.0 and 1.1.1, the optional Reflex…
GitHub_M·CWE-358·Published 2026-06-16
Backpropagate is a Python library for fine-tuning large language models on a single GPU. In versions 1.1.0 and 1.1.1, the optional Reflex web UI exposes a training control plane without authentication: dataset upload, model load, training start/stop, multi-run orchestration, GGUF export, and HuggingFace Hub push. The CLI accepts two operator-facing flags intended as security controls: --auth user:pass — documented as "require HTTP Basic authentication on every request to the UI." and--share — documented as "expose the UI on a public address; requires --auth." When --auth user:pass is passed, the CLI prints Auth: enabled (user: <username>) to confirm to the operator that authentication is active, then exports BACKPROPAGATE_UI_AUTH=user:pass to the subprocess that launches the Reflex backend. The Reflex backend (backpropagate/ui_app/**) never reads BACKPROPAGATE_UI_AUTH. No authentication middleware is registered. No request-level guard runs. No WebSocket upgrade guard runs. Any client that reaches the bound port — local or remote, depending on whether --share is used — has full UI access. An inline comment at backpropagate/cli.py:1217-1218 in the v1.1.0 source documents the gap: "For Phase 1 the variable is exported but Reflex doesn't read it yet." This comment was internal-facing; the user-facing documentation (README, CHANGELOG, SHIP_GATE) advertised the contract as enforced. An attacker who reaches the bound port can read uploaded datasets, trigger arbitrary training runs against any local base models as well as read their paths, trigger HuggingFace Hub pushes and cause disk-fill DoS. This issue has been fixed in version 1.2.0. If developers cannot immediately upgrade to 1.2.0 run backprop ui with no flags so it binds to localhost, use SSH port-forwarding (ssh -L 7860:localhost:7860 <training-host>) instead of --share for remote access, and audit any host previously launched with --share, re-issuing any HF tokens used during those sessions.
Backpropagate is a Python library for fine-tuning large language models on a single GPU. In versions 1.1.0 and 1.1.1, the optional Reflex web UI exposes a training control plane without authentication: dataset upload, model load, training start/stop, multi-run orchestration, GGUF export, and HuggingFace Hub push. The CLI accepts two operator-facing flags intended as security controls: --auth user:pass — documented as "require HTTP Basic authentication on every request to the UI." and--share — documented as "expose the UI on a public address; requires --auth." When --auth user:pass is passed, the CLI prints Auth: enabled (user: <username>) to confirm to the operator that authentication is active, then exports BACKPROPAGATE_UI_AUTH=user:pass to the subprocess that launches the Reflex backend. The Reflex backend (backpropagate/ui_app/**) never reads BACKPROPAGATE_UI_AUTH. No authentication middleware is registered. No request-level guard runs. No WebSocket upgrade guard runs. Any client that reaches the bound port — local or remote, depending on whether --share is used — has full UI access. An inline comment at backpropagate/cli.py:1217-1218 in the v1.1.0 source documents the gap: "For Phase 1 the variable is exported but Reflex doesn't read it yet." This comment was internal-facing; the user-facing documentation (README, CHANGELOG, SHIP_GATE) advertised the contract as enforced. An attacker who reaches the bound port can read uploaded datasets, trigger arbitrary training runs against any local base models as well as read their paths, trigger HuggingFace Hub pushes and cause disk-fill DoS. This issue has been fixed in version 1.2.0. If developers cannot immediately upgrade to 1.2.0 run backprop ui with no flags so it binds to localhost, use SSH port-forwarding (ssh -L 7860:localhost:7860 <training-host>) instead of --share for remote access, and audit any host previously launched with --share, re-issuing any HF tokens used during those sessions.
## Summary In `backpropagate >= 1.1.0`, the optional Reflex web UI (`pip install backpropagate[ui]`, launched via `backprop ui`) exposes a training control plane: dataset upload, model load, training start/stop, multi-run orchestration, GGUF export, and HuggingFace Hub push. The CLI accepts two operator-facing flags intended as security controls: - `--auth user:pass` — documented as "require HTTP Basic authentication on every request to the UI." - `--share` — documented as "expose the UI on a public address; requires `--auth`." When `--auth user:pass` is passed, the CLI prints `Auth: enabled (user: <username>)` to confirm to the operator that authentication is active, then exports `BACKPROPAGATE_UI_AUTH=user:pass` to the subprocess that launches the Reflex backend. **The Reflex backend (`backpropagate/ui_app/**`) never reads `BACKPROPAGATE_UI_AUTH`.** No authentication middleware is registered. No request-level guard runs. No WebSocket upgrade guard runs. Any client that reaches the bound port — local or remote, depending on whether `--share` is used — has full UI access. An inline comment at `backpropagate/cli.py:1217-1218` in the v1.1.0 source documents the gap: *"For Phase 1 the variable is exported but Reflex doesn't read it yet."* This comment was internal-facing; the user-facing documentation (README, CHANGELOG, SHIP_GATE) advertised the contract as enforced. This advisory is filed primarily because the runtime contradicted an operator-facing security claim. Code-only bugs of comparable shape (auth check missing entirely from a path) would already warrant disclosure; the additional false-promise dimension raises the severity. ## Impact An attacker who reaches the bound port can: - **Read uploaded datasets** rendered in the UI preview, including content of any JSONL/CSV/TXT file the legitimate operator has uploaded for fine-tuning. - **Trigger arbitrary training runs** against any base model the operator has installed locally or that can be downloaded from HuggingFace. - **Trigger HuggingFace Hub pushes** to repositories named via the UI input (subject to the operator's local HF token's scope — typically all repos owned by the operator). - **Cause disk-fill DoS** via the `rx.upload` endpoint (no size cap, no extension filter, no per-session count cap in v1.1.0 / v1.1.1). - **Read model paths** (`source_model_path`, `dataset_path`, `model`, `uploaded_path`) which are user-supplied and bypass the `safe_path()` helper that lives in `backpropagate/ui_security.py` (path validation is dead code on the Reflex surface in v1.1.0 / v1.1.1). The combination of unauthenticated training control, HF push target spoofing, and path-input traversal makes the affected endpoint suitable for both data exfiltration (reading uploaded training data) and supply-chain attacks (pushing tampered model weights to the operator's HF account). The local-only default (no `--share`) reduces exposure to a host-local attacker. The `--share` flag is documented as a "public URL" feature; operators who used `--share --auth user:pass` had no warning that the auth half was inert. ## Patches Fixed in **v1.2.0** (released 2026-05-23). The patch implements real ASGI middleware via `rx.App(api_transformer=basic_auth_transformer)` that gates HTTP routes AND the `/_event` WebSocket upgrade. Four modes (`no_auth_local_only` / `token_auto` / `explicit_creds` / `production`), HMAC-signed cookie validated PRE-`websocket.accept()`, Host + Origin allowlists. The middleware ships alongside a 4-layer defense in depth at the cli.py / ui_app/app.py / rxconfig.py / env-strip surfaces so direct `python -m reflex run` invocations (bypassing the CLI guard) also enforce authentication. Upgrade with: - pip: `pip install --upgrade backpropagate` - npm: `npm install -g @mcptoolshop/backpropagate@latest` Full release notes: https://github.com/mcp-tool-shop-org/backpropagate/blob/main/CHANGELOG.md#120---2026-05-23 ## Workarounds If users cannot upgrade immediately: 1. **Do not pass `--auth` or `--share` to `backprop ui`.** Run the UI with no flags (`backprop ui`); it will bind to `localhost` and accept any client that can reach `127.0.0.1`. 2. **For remote access, use SSH port-forwarding** instead of `--share`: ``` # On the client: ssh -L 7860:localhost:7860 <training-host> # On the server: backprop ui # no --share # Then open http://localhost:7860 in your local browser. ``` SSH provides the authentication layer the Reflex UI did not. 3. **Audit existing deployments.** If any host running `backpropagate >= 1.1.0` has previously been launched with `--share`, treat any uploaded training data, model paths, or HF push targets visible in that UI session as potentially exposed. Re-issue HF tokens that have been in use during such sessions. **Binary distribution gap.** Standalone binaries (Windows .exe / macOS .app via PyInstaller) failed to build for v1.2.0 and will land in a follow-up patch release. In the interim, users who relied on the v1.1.x binary distribution should install the patched version via `pip install backpropagate==1.2.0` to receive the auth-bypass fix. The v1.2.0 PyPI package and `@mcptoolshop/[email protected]` npm package both carry the patched code. ## Credit Discovered by the dogfood-swarm Stage A audit on 2026-05-22 (finding ID `FRONTEND-A-001`, classified CRITICAL). The audit also surfaced contradicting documentation in CHANGELOG / SHIP_GATE / README; those were corrected in v1.2.0 alongside the runtime fix.
## Summary In `backpropagate >= 1.1.0`, the optional Reflex web UI (`pip install backpropagate[ui]`, launched via `backprop ui`) exposes a training control plane: dataset upload, model load, training start/stop, multi-run orchestration, GGUF export, and HuggingFace Hub push. The CLI accepts two operator-facing flags intended as security controls: - `--auth user:pass` — documented as "require HTTP Basic authentication on every request to the UI." - `--share` — documented as "expose the UI on a public address; requires `--auth`." When `--auth user:pass` is passed, the CLI prints `Auth: enabled (user: <username>)` to confirm to the operator that authentication is active, then exports `BACKPROPAGATE_UI_AUTH=user:pass` to the subprocess that launches the Reflex backend. **The Reflex backend (`backpropagate/ui_app/**`) never reads `BACKPROPAGATE_UI_AUTH`.** No authentication middleware is registered. No request-level guard runs. No WebSocket upgrade guard runs. Any client that reaches the bound port — local or remote, depending on whether `--share` is used — has full UI access. An inline comment at `backpropagate/cli.py:1217-1218` in the v1.1.0 source documents the gap: *"For Phase 1 the variable is exported but Reflex doesn't read it yet."* This comment was internal-facing; the user-facing documentation (README, CHANGELOG, SHIP_GATE) advertised the contract as enforced. This advisory is filed primarily because the runtime contradicted an operator-facing security claim. Code-only bugs of comparable shape (auth check missing entirely from a path) would already warrant disclosure; the additional false-promise dimension raises the severity. ## Impact An attacker who reaches the bound port can: - **Read uploaded datasets** rendered in the UI preview, including content of any JSONL/CSV/TXT file the legitimate operator has uploaded for fine-tuning. - **Trigger arbitrary training runs** against any base model the operator has installed locally or that can be downloaded from HuggingFace. - **Trigger HuggingFace Hub pushes** to repositories named via the UI input (subject to the operator's local HF token's scope — typically all repos owned by the operator). - **Cause disk-fill DoS** via the `rx.upload` endpoint (no size cap, no extension filter, no per-session count cap in v1.1.0 / v1.1.1). - **Read model paths** (`source_model_path`, `dataset_path`, `model`, `uploaded_path`) which are user-supplied and bypass the `safe_path()` helper that lives in `backpropagate/ui_security.py` (path validation is dead code on the Reflex surface in v1.1.0 / v1.1.1). The combination of unauthenticated training control, HF push target spoofing, and path-input traversal makes the affected endpoint suitable for both data exfiltration (reading uploaded training data) and supply-chain attacks (pushing tampered model weights to the operator's HF account). The local-only default (no `--share`) reduces exposure to a host-local attacker. The `--share` flag is documented as a "public URL" feature; operators who used `--share --auth user:pass` had no warning that the auth half was inert. ## Patches Fixed in **v1.2.0** (released 2026-05-23). The patch implements real ASGI middleware via `rx.App(api_transformer=basic_auth_transformer)` that gates HTTP routes AND the `/_event` WebSocket upgrade. Four modes (`no_auth_local_only` / `token_auto` / `explicit_creds` / `production`), HMAC-signed cookie validated PRE-`websocket.accept()`, Host + Origin allowlists. The middleware ships alongside a 4-layer defense in depth at the cli.py / ui_app/app.py / rxconfig.py / env-strip surfaces so direct `python -m reflex run` invocations (bypassing the CLI guard) also enforce authentication. Upgrade with: - pip: `pip install --upgrade backpropagate` - npm: `npm install -g @mcptoolshop/backpropagate@latest` Full release notes: https://github.com/mcp-tool-shop-org/backpropagate/blob/main/CHANGELOG.md#120---2026-05-23 ## Workarounds If users cannot upgrade immediately: 1. **Do not pass `--auth` or `--share` to `backprop ui`.** Run the UI with no flags (`backprop ui`); it will bind to `localhost` and accept any client that can reach `127.0.0.1`. 2. **For remote access, use SSH port-forwarding** instead of `--share`: ``` # On the client: ssh -L 7860:localhost:7860 <training-host> # On the server: backprop ui # no --share # Then open http://localhost:7860 in your local browser. ``` SSH provides the authentication layer the Reflex UI did not. 3. **Audit existing deployments.** If any host running `backpropagate >= 1.1.0` has previously been launched with `--share`, treat any uploaded training data, model paths, or HF push targets visible in that UI session as potentially exposed. Re-issue HF tokens that have been in use during such sessions. **Binary distribution gap.** Standalone binaries (Windows .exe / macOS .app via PyInstaller) failed to build for v1.2.0 and will land in a follow-up patch release. In the interim, users who relied on the v1.1.x binary distribution should install the patched version via `pip install backpropagate==1.2.0` to receive the auth-bypass fix. The v1.2.0 PyPI package and `@mcptoolshop/[email protected]` npm package both carry the patched code. ## Credit Discovered by the dogfood-swarm Stage A audit on 2026-05-22 (finding ID `FRONTEND-A-001`, classified CRITICAL). The audit also surfaced contradicting documentation in CHANGELOG / SHIP_GATE / README; those were corrected in v1.2.0 alongside the runtime fix.
| Version | Type | Source | Base | Exp | Impact | Vector |
|---|---|---|---|---|---|---|
| 4.0 | Primary | cve.org | 9.3 | — | — | CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:H/VI:H/VA:H/SC:N/SI:N/SA:N |
| 4.0 | Primary | cve.org | 9.3 | — | — |
| CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:H/VI:H/VA:H/SC:N/SI:N/SA:N |
| 4.0 | Primary | cve.org | 9.3 | — | — | CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:H/VI:H/VA:H/SC:N/SI:N/SA:N |
| 4.0 | Primary | cve.org | 9.3 | — | — | CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:H/VI:H/VA:H/SC:N/SI:N/SA:N |
| 4.0 | Secondary | GHSA | 9.3 | — | — | CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:H/VI:H/VA:H/SC:N/SI:N/SA:N |
| 4.0 | Secondary | ENISA EUVD | 9.3 | — | — | CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:H/VI:H/VA:H/SC:N/SI:N/SA:N |
| 4.0 | Secondary | NVD | 9.3 | — | — | CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:H/VI:H/VA:H/SC:N/SI:N/SA:N/E:X/CR:X/IR:X/AR:X/MAV:X/MAC:X/MAT:X/MPR:X/MUI:X/MVC:X/MVI:X/MVA:X/MSC:X/MSI:X/MSA:X/S:X/AU:X/R:X/V:X/RE:X/U:X |