Spaces:
Sleeping
Sleeping
Phase 7: FastAPI server + Dockerfile + openenv.yaml
Browse files- Dockerfile +14 -3
- __init__.py +0 -3
- openenv.yaml +14 -7
- pyproject.toml +5 -2
- server/app.py +119 -3
- tests/test_server.py +129 -0
Dockerfile
CHANGED
|
@@ -1,3 +1,14 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
FROM ghcr.io/meta-pytorch/openenv-base:latest
|
| 2 |
+
|
| 3 |
+
WORKDIR /app
|
| 4 |
+
|
| 5 |
+
COPY requirements.txt .
|
| 6 |
+
RUN pip install --no-cache-dir -r requirements.txt
|
| 7 |
+
|
| 8 |
+
COPY . .
|
| 9 |
+
|
| 10 |
+
RUN pip install -e .
|
| 11 |
+
|
| 12 |
+
EXPOSE 7860
|
| 13 |
+
|
| 14 |
+
CMD ["uvicorn", "server.app:app", "--host", "0.0.0.0", "--port", "7860"]
|
__init__.py
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
"""SchemaShift — OpenEnv RL environment for adaptive tool use under API drift."""
|
| 2 |
-
|
| 3 |
-
__version__ = "0.1.0"
|
|
|
|
|
|
|
|
|
|
|
|
openenv.yaml
CHANGED
|
@@ -1,7 +1,14 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
spec_version: 1
|
| 2 |
+
name: schemashift
|
| 3 |
+
type: space
|
| 4 |
+
runtime: fastapi
|
| 5 |
+
app: server.app:app
|
| 6 |
+
port: 7860
|
| 7 |
+
|
| 8 |
+
tasks:
|
| 9 |
+
- id: E1_onboard_new_hire
|
| 10 |
+
difficulty: easy
|
| 11 |
+
- id: E2_meeting_invite_blast
|
| 12 |
+
difficulty: easy
|
| 13 |
+
- id: E3_customer_lookup
|
| 14 |
+
difficulty: easy
|
pyproject.toml
CHANGED
|
@@ -28,8 +28,11 @@ ui = ["gradio>=4.20"]
|
|
| 28 |
eval = ["openai>=1.30"]
|
| 29 |
|
| 30 |
[tool.setuptools]
|
| 31 |
-
|
| 32 |
-
|
|
|
|
|
|
|
|
|
|
| 33 |
|
| 34 |
[tool.pytest.ini_options]
|
| 35 |
testpaths = ["tests"]
|
|
|
|
| 28 |
eval = ["openai>=1.30"]
|
| 29 |
|
| 30 |
[tool.setuptools]
|
| 31 |
+
py-modules = ["models", "drift", "scenarios", "graders", "client", "eval"]
|
| 32 |
+
packages = ["tools", "server", "training"]
|
| 33 |
+
|
| 34 |
+
[tool.setuptools.package-dir]
|
| 35 |
+
"" = "."
|
| 36 |
|
| 37 |
[tool.pytest.ini_options]
|
| 38 |
testpaths = ["tests"]
|
server/app.py
CHANGED
|
@@ -1,4 +1,120 @@
|
|
| 1 |
-
"""FastAPI server
|
|
|
|
| 2 |
|
| 3 |
-
|
| 4 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
"""FastAPI server exposing SchemaShiftEnvironment as OpenEnv HTTP service."""
|
| 2 |
+
from __future__ import annotations
|
| 3 |
|
| 4 |
+
from fastapi import FastAPI, HTTPException
|
| 5 |
+
from pydantic import BaseModel, Field
|
| 6 |
+
|
| 7 |
+
from models import Action
|
| 8 |
+
from scenarios import SCENARIOS
|
| 9 |
+
from server.environment import SchemaShiftEnvironment
|
| 10 |
+
|
| 11 |
+
|
| 12 |
+
app = FastAPI(
|
| 13 |
+
title="SchemaShift OpenEnv",
|
| 14 |
+
description="RL environment for training adaptive tool use under schema drift.",
|
| 15 |
+
version="0.1.0",
|
| 16 |
+
)
|
| 17 |
+
env = SchemaShiftEnvironment()
|
| 18 |
+
|
| 19 |
+
|
| 20 |
+
# ─────────────────────────────────────────────────────────────────
|
| 21 |
+
# Request / response models
|
| 22 |
+
# ─────────────────────────────────────────────────────────────────
|
| 23 |
+
|
| 24 |
+
class ResetRequest(BaseModel):
|
| 25 |
+
task_id: str
|
| 26 |
+
seed: int = 0
|
| 27 |
+
|
| 28 |
+
|
| 29 |
+
class StepRequest(BaseModel):
|
| 30 |
+
action: Action
|
| 31 |
+
tokens_used: int = Field(
|
| 32 |
+
default=0, ge=0,
|
| 33 |
+
description="Tokens consumed by the agent on this step",
|
| 34 |
+
)
|
| 35 |
+
|
| 36 |
+
|
| 37 |
+
# ─────────────────────────────────────────────────────────────────
|
| 38 |
+
# Endpoints
|
| 39 |
+
# ─────────────────────────────────────────────────────────────────
|
| 40 |
+
|
| 41 |
+
@app.get("/")
|
| 42 |
+
def root() -> dict:
|
| 43 |
+
return {
|
| 44 |
+
"name": "SchemaShift",
|
| 45 |
+
"version": "0.1.0",
|
| 46 |
+
"description": "Adaptive tool use under schema drift",
|
| 47 |
+
"endpoints": ["/health", "/reset", "/step", "/state", "/tasks", "/grader"],
|
| 48 |
+
}
|
| 49 |
+
|
| 50 |
+
|
| 51 |
+
@app.get("/health")
|
| 52 |
+
def health() -> dict:
|
| 53 |
+
return {"status": "ok", "version": "0.1.0"}
|
| 54 |
+
|
| 55 |
+
|
| 56 |
+
@app.post("/reset")
|
| 57 |
+
def reset(req: ResetRequest) -> dict:
|
| 58 |
+
"""Start new episode. Returns initial Observation as dict."""
|
| 59 |
+
try:
|
| 60 |
+
obs = env.reset(req.task_id, req.seed)
|
| 61 |
+
return obs.model_dump()
|
| 62 |
+
except ValueError as e:
|
| 63 |
+
raise HTTPException(status_code=400, detail=str(e))
|
| 64 |
+
except Exception as e:
|
| 65 |
+
raise HTTPException(status_code=500, detail=f"Reset failed: {e}")
|
| 66 |
+
|
| 67 |
+
|
| 68 |
+
@app.post("/step")
|
| 69 |
+
def step(req: StepRequest) -> dict:
|
| 70 |
+
"""Submit action, get observation + reward."""
|
| 71 |
+
try:
|
| 72 |
+
obs, reward = env.step(req.action, req.tokens_used)
|
| 73 |
+
return {
|
| 74 |
+
"observation": obs.model_dump(),
|
| 75 |
+
"reward": reward.model_dump(),
|
| 76 |
+
}
|
| 77 |
+
except RuntimeError as e:
|
| 78 |
+
raise HTTPException(status_code=400, detail=str(e))
|
| 79 |
+
except Exception as e:
|
| 80 |
+
raise HTTPException(status_code=500, detail=f"Step failed: {e}")
|
| 81 |
+
|
| 82 |
+
|
| 83 |
+
@app.get("/state")
|
| 84 |
+
def get_state() -> dict:
|
| 85 |
+
"""Return full current episode state for debugging."""
|
| 86 |
+
if env._state is None:
|
| 87 |
+
raise HTTPException(status_code=400, detail="No active episode. Call /reset first.")
|
| 88 |
+
return env._state.model_dump()
|
| 89 |
+
|
| 90 |
+
|
| 91 |
+
@app.get("/tasks")
|
| 92 |
+
def get_tasks() -> dict:
|
| 93 |
+
"""List all available scenarios with metadata."""
|
| 94 |
+
tasks = []
|
| 95 |
+
for task_id, scenario in SCENARIOS.items():
|
| 96 |
+
desc = scenario["task_description"]
|
| 97 |
+
trimmed = desc[:120] + ("..." if len(desc) > 120 else "")
|
| 98 |
+
tasks.append({
|
| 99 |
+
"task_id": task_id,
|
| 100 |
+
"difficulty": scenario["difficulty"],
|
| 101 |
+
"max_steps": scenario["max_steps"],
|
| 102 |
+
"required_tools": scenario["required_tools"],
|
| 103 |
+
"description": trimmed,
|
| 104 |
+
})
|
| 105 |
+
return {"tasks": tasks, "count": len(tasks)}
|
| 106 |
+
|
| 107 |
+
|
| 108 |
+
@app.get("/grader")
|
| 109 |
+
def get_grader_breakdown() -> dict:
|
| 110 |
+
"""Return grader scoring for current episode state."""
|
| 111 |
+
if env._state is None:
|
| 112 |
+
raise HTTPException(status_code=400, detail="No active episode.")
|
| 113 |
+
reward = env._grader(env._state)
|
| 114 |
+
return {
|
| 115 |
+
"cumulative_reward": env._state.cumulative_reward,
|
| 116 |
+
"current_breakdown": reward.model_dump(),
|
| 117 |
+
"step": env._state.step,
|
| 118 |
+
"max_steps": env._state.max_steps,
|
| 119 |
+
"done": env._state.done,
|
| 120 |
+
}
|
tests/test_server.py
ADDED
|
@@ -0,0 +1,129 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
"""FastAPI server acceptance tests — Phase 7.
|
| 2 |
+
|
| 3 |
+
Each test gets a fresh SchemaShiftEnvironment via monkeypatch so state doesn't
|
| 4 |
+
leak across tests (the default module-level env would pollute test ordering).
|
| 5 |
+
"""
|
| 6 |
+
from __future__ import annotations
|
| 7 |
+
|
| 8 |
+
import pytest
|
| 9 |
+
from fastapi.testclient import TestClient
|
| 10 |
+
|
| 11 |
+
from server import app as app_module
|
| 12 |
+
from server.environment import SchemaShiftEnvironment
|
| 13 |
+
|
| 14 |
+
|
| 15 |
+
@pytest.fixture
|
| 16 |
+
def client(monkeypatch):
|
| 17 |
+
"""Fresh env per test for isolation."""
|
| 18 |
+
fresh_env = SchemaShiftEnvironment()
|
| 19 |
+
monkeypatch.setattr(app_module, "env", fresh_env)
|
| 20 |
+
return TestClient(app_module.app)
|
| 21 |
+
|
| 22 |
+
|
| 23 |
+
def test_root_endpoint(client) -> None:
|
| 24 |
+
r = client.get("/")
|
| 25 |
+
assert r.status_code == 200
|
| 26 |
+
body = r.json()
|
| 27 |
+
assert body["name"] == "SchemaShift"
|
| 28 |
+
assert "endpoints" in body
|
| 29 |
+
|
| 30 |
+
|
| 31 |
+
def test_health_endpoint(client) -> None:
|
| 32 |
+
r = client.get("/health")
|
| 33 |
+
assert r.status_code == 200
|
| 34 |
+
assert r.json() == {"status": "ok", "version": "0.1.0"}
|
| 35 |
+
|
| 36 |
+
|
| 37 |
+
def test_tasks_endpoint(client) -> None:
|
| 38 |
+
r = client.get("/tasks")
|
| 39 |
+
assert r.status_code == 200
|
| 40 |
+
body = r.json()
|
| 41 |
+
assert body["count"] == 3
|
| 42 |
+
task_ids = {t["task_id"] for t in body["tasks"]}
|
| 43 |
+
assert task_ids == {
|
| 44 |
+
"E1_onboard_new_hire",
|
| 45 |
+
"E2_meeting_invite_blast",
|
| 46 |
+
"E3_customer_lookup",
|
| 47 |
+
}
|
| 48 |
+
for t in body["tasks"]:
|
| 49 |
+
assert t["difficulty"] == "easy"
|
| 50 |
+
assert isinstance(t["required_tools"], list)
|
| 51 |
+
|
| 52 |
+
|
| 53 |
+
def test_reset_valid_task(client) -> None:
|
| 54 |
+
r = client.post("/reset", json={"task_id": "E1_onboard_new_hire"})
|
| 55 |
+
assert r.status_code == 200
|
| 56 |
+
body = r.json()
|
| 57 |
+
assert body["task_id"] == "E1_onboard_new_hire"
|
| 58 |
+
assert body["step"] == 0
|
| 59 |
+
assert body["done"] is False
|
| 60 |
+
assert "mail" in body["tool_schemas"]
|
| 61 |
+
assert "calendar" in body["tool_schemas"]
|
| 62 |
+
|
| 63 |
+
|
| 64 |
+
def test_reset_invalid_task(client) -> None:
|
| 65 |
+
r = client.post("/reset", json={"task_id": "nonexistent_task"})
|
| 66 |
+
assert r.status_code == 400
|
| 67 |
+
body = r.json()
|
| 68 |
+
assert "detail" in body
|
| 69 |
+
assert "nonexistent_task" in body["detail"]
|
| 70 |
+
|
| 71 |
+
|
| 72 |
+
def test_step_before_reset_returns_400(client) -> None:
|
| 73 |
+
action_payload = {
|
| 74 |
+
"action": {
|
| 75 |
+
"type": "inspect_schema",
|
| 76 |
+
"inspect": {"tool": "mail"},
|
| 77 |
+
},
|
| 78 |
+
"tokens_used": 0,
|
| 79 |
+
}
|
| 80 |
+
r = client.post("/step", json=action_payload)
|
| 81 |
+
assert r.status_code == 400
|
| 82 |
+
assert "reset" in r.json()["detail"].lower()
|
| 83 |
+
|
| 84 |
+
|
| 85 |
+
def test_step_valid_action_after_reset(client) -> None:
|
| 86 |
+
client.post("/reset", json={"task_id": "E1_onboard_new_hire"})
|
| 87 |
+
action_payload = {
|
| 88 |
+
"action": {
|
| 89 |
+
"type": "inspect_schema",
|
| 90 |
+
"inspect": {"tool": "mail"},
|
| 91 |
+
},
|
| 92 |
+
"tokens_used": 0,
|
| 93 |
+
}
|
| 94 |
+
r = client.post("/step", json=action_payload)
|
| 95 |
+
assert r.status_code == 200
|
| 96 |
+
body = r.json()
|
| 97 |
+
assert "observation" in body
|
| 98 |
+
assert "reward" in body
|
| 99 |
+
assert body["observation"]["step"] == 1
|
| 100 |
+
assert body["observation"]["last_response"]["ok"] is True
|
| 101 |
+
|
| 102 |
+
|
| 103 |
+
def test_state_endpoint_before_reset_returns_400(client) -> None:
|
| 104 |
+
r = client.get("/state")
|
| 105 |
+
assert r.status_code == 400
|
| 106 |
+
|
| 107 |
+
|
| 108 |
+
def test_state_endpoint_after_reset(client) -> None:
|
| 109 |
+
client.post("/reset", json={"task_id": "E1_onboard_new_hire"})
|
| 110 |
+
r = client.get("/state")
|
| 111 |
+
assert r.status_code == 200
|
| 112 |
+
body = r.json()
|
| 113 |
+
assert body["task_id"] == "E1_onboard_new_hire"
|
| 114 |
+
assert body["step"] == 0
|
| 115 |
+
assert body["max_steps"] == 8
|
| 116 |
+
assert body["done"] is False
|
| 117 |
+
assert isinstance(body["drift_plan"], list)
|
| 118 |
+
|
| 119 |
+
|
| 120 |
+
def test_grader_endpoint_after_reset(client) -> None:
|
| 121 |
+
client.post("/reset", json={"task_id": "E1_onboard_new_hire"})
|
| 122 |
+
r = client.get("/grader")
|
| 123 |
+
assert r.status_code == 200
|
| 124 |
+
body = r.json()
|
| 125 |
+
assert body["cumulative_reward"] == 0.0
|
| 126 |
+
assert body["step"] == 0
|
| 127 |
+
assert body["max_steps"] == 8
|
| 128 |
+
assert body["done"] is False
|
| 129 |
+
assert "current_breakdown" in body
|