chore: import upstream snapshot with attribution
This commit is contained in:
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# Graph Report - worked/httpx/raw (2026-04-05)
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## Corpus Check
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- 6 files · ~2,047 words
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- Verdict: corpus is large enough that graph structure adds value.
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## Summary
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- 144 nodes · 330 edges · 6 communities detected
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- Extraction: 53% EXTRACTED · 47% INFERRED · 0% AMBIGUOUS
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- Token cost: 0 input · 0 output
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## God Nodes (most connected - your core abstractions)
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1. `Client` - 26 edges
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2. `AsyncClient` - 25 edges
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3. `Response` - 24 edges
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4. `Request` - 21 edges
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5. `BaseClient` - 18 edges
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6. `HTTPTransport` - 17 edges
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7. `BaseTransport` - 16 edges
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8. `AsyncHTTPTransport` - 15 edges
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9. `Headers` - 15 edges
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10. `Timeout` - 14 edges
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## Surprising Connections (you probably didn't know these)
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- `Timeout` --uses--> `URL` [INFERRED]
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worked/httpx/raw/client.py → worked/httpx/raw/models.py
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- `Timeout` --uses--> `Headers` [INFERRED]
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worked/httpx/raw/client.py → worked/httpx/raw/models.py
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- `Timeout` --uses--> `Cookies` [INFERRED]
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worked/httpx/raw/client.py → worked/httpx/raw/models.py
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- `Timeout` --uses--> `BaseTransport` [INFERRED]
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worked/httpx/raw/client.py → worked/httpx/raw/transport.py
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- `Timeout` --uses--> `HTTPTransport` [INFERRED]
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worked/httpx/raw/client.py → worked/httpx/raw/transport.py
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## Communities
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### Community 0 - "Community 0"
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Cohesion: 0.11
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Nodes (8): ConnectError, AsyncBaseTransport, AsyncHTTPTransport, BaseTransport, ConnectionPool, HTTPTransport, MockTransport, ProxyTransport
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### Community 1 - "Community 1"
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Cohesion: 0.13
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Nodes (9): Auth, BasicAuth, BearerAuth, DigestAuth, NetRCAuth, Limits, Timeout, Request (+1 more)
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### Community 2 - "Community 2"
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Cohesion: 0.12
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Nodes (3): AsyncClient, BaseClient, Client
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### Community 3 - "Community 3"
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Cohesion: 0.11
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Nodes (3): Cookies, Headers, URL
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### Community 4 - "Community 4"
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Cohesion: 0.16
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Nodes (20): Exception, CloseError, ConnectTimeout, CookieConflict, DecodingError, HTTPError, HTTPStatusError, InvalidURL (+12 more)
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### Community 5 - "Community 5"
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Cohesion: 0.28
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Nodes (3): build_url_with_params(), flatten_queryparams(), primitive_value_to_str()
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## Suggested Questions
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_Questions this graph is uniquely positioned to answer:_
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- **Why does `Client` connect `Community 2` to `Community 0`, `Community 1`, `Community 3`, `Community 4`?**
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_High betweenness centrality (0.177) - this node is a cross-community bridge._
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- **Why does `Response` connect `Community 1` to `Community 0`, `Community 2`, `Community 3`, `Community 4`?**
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_High betweenness centrality (0.168) - this node is a cross-community bridge._
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- **Why does `AsyncClient` connect `Community 2` to `Community 0`, `Community 1`, `Community 3`, `Community 4`?**
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_High betweenness centrality (0.165) - this node is a cross-community bridge._
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- **Are the 12 inferred relationships involving `Client` (e.g. with `Request` and `Response`) actually correct?**
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_`Client` has 12 INFERRED edges - model-reasoned connections that need verification._
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- **Are the 12 inferred relationships involving `AsyncClient` (e.g. with `Request` and `Response`) actually correct?**
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_`AsyncClient` has 12 INFERRED edges - model-reasoned connections that need verification._
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- **Are the 18 inferred relationships involving `Response` (e.g. with `Timeout` and `Limits`) actually correct?**
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_`Response` has 18 INFERRED edges - model-reasoned connections that need verification._
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- **Are the 18 inferred relationships involving `Request` (e.g. with `Timeout` and `Limits`) actually correct?**
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_`Request` has 18 INFERRED edges - model-reasoned connections that need verification._
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@@ -0,0 +1,43 @@
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# httpx Corpus Benchmark
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A synthetic 6-file Python codebase modeled after httpx's architecture. Tests graphify on a realistic library with clean layering: exceptions → models → auth/transport → client.
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## Corpus (6 files)
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```
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raw/
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├── exceptions.py — HTTPError hierarchy
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├── models.py — URL, Headers, Cookies, Request, Response
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├── auth.py — BasicAuth, BearerAuth, DigestAuth, NetRCAuth
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├── utils.py — header normalization, query params, content-type parsing
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├── transport.py — ConnectionPool, HTTPTransport, AsyncHTTPTransport, MockTransport
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└── client.py — Timeout, Limits, BaseClient, Client, AsyncClient
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```
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## How to run
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```bash
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pip install graphifyy
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graphify install # Claude Code
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graphify install --platform codex # Codex
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graphify install --platform opencode # OpenCode
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graphify install --platform claw # OpenClaw
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```
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Then open your AI coding assistant in this directory and type:
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```
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/graphify ./raw
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```
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## What to expect
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- 144 nodes, 330 edges, 6 communities
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- God nodes: `Client`, `AsyncClient`, `Response`, `Request`, `BaseClient`, `HTTPTransport`
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- Surprising connection: `DigestAuth` linked to `Response` — auth.py reads Response to parse WWW-Authenticate headers
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- Token reduction: ~1x — 6 files fits in a context window, so there is no compression win here
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The graph value on a small corpus is structural, not compressive: you can see the full dependency graph, identify god nodes, and understand architecture at a glance. Token reduction scales with corpus size — at 52 files (Karpathy benchmark) graphify achieves 71.5x.
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Run `graphify benchmark worked/httpx/graph.json` to verify the numbers. Actual output is in this folder: `GRAPH_REPORT.md` and `graph.json`. Full eval: `review.md`.
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File diff suppressed because it is too large
Load Diff
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"""
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Authentication handlers.
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Auth objects are callables that modify a request before it is sent.
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DigestAuth is the most interesting: it participates in a full request/response cycle,
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reading the 401 response to build the challenge before re-sending.
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"""
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import hashlib
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import time
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from models import Request, Response
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class Auth:
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"""Base class for all authentication handlers."""
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def auth_flow(self, request: Request):
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"""Modify the request. May yield to inspect the response."""
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raise NotImplementedError
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class BasicAuth(Auth):
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"""HTTP Basic Authentication."""
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def __init__(self, username: str, password: str):
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self.username = username
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self.password = password
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def auth_flow(self, request: Request):
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import base64
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credentials = f"{self.username}:{self.password}".encode()
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encoded = base64.b64encode(credentials).decode()
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request.headers["Authorization"] = f"Basic {encoded}"
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yield request
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class BearerAuth(Auth):
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"""Bearer token authentication."""
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def __init__(self, token: str):
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self.token = token
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def auth_flow(self, request: Request):
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request.headers["Authorization"] = f"Bearer {self.token}"
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yield request
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class DigestAuth(Auth):
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"""
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HTTP Digest Authentication.
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Requires a full request/response cycle: sends the initial request,
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reads the 401 WWW-Authenticate header, then re-sends with credentials.
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This is the only auth handler that reads from Response.
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"""
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def __init__(self, username: str, password: str):
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self.username = username
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self.password = password
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self._nonce_count = 0
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def auth_flow(self, request: Request):
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yield request # first attempt, no credentials
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# This handler must inspect the Response to continue
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response = yield
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if response.status_code == 401:
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challenge = self._parse_challenge(response)
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credentials = self._build_credentials(request, challenge)
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request.headers["Authorization"] = credentials
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yield request
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def _parse_challenge(self, response: Response) -> dict:
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"""Extract digest parameters from the WWW-Authenticate header."""
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header = response.headers.get("www-authenticate", "")
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params = {}
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for part in header.replace("Digest ", "").split(","):
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if "=" in part:
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key, _, value = part.strip().partition("=")
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params[key.strip()] = value.strip().strip('"')
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return params
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def _build_credentials(self, request: Request, challenge: dict) -> str:
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"""Compute the Authorization header value for a digest challenge."""
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self._nonce_count += 1
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nc = f"{self._nonce_count:08x}"
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cnonce = hashlib.md5(str(time.time()).encode()).hexdigest()[:8]
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realm = challenge.get("realm", "")
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nonce = challenge.get("nonce", "")
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ha1 = hashlib.md5(f"{self.username}:{realm}:{self.password}".encode()).hexdigest()
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ha2 = hashlib.md5(f"{request.method}:{request.url.path}".encode()).hexdigest()
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response_hash = hashlib.md5(f"{ha1}:{nonce}:{nc}:{cnonce}:auth:{ha2}".encode()).hexdigest()
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return (
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f'Digest username="{self.username}", realm="{realm}", '
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f'nonce="{nonce}", uri="{request.url.path}", '
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f'nc={nc}, cnonce="{cnonce}", response="{response_hash}"'
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)
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class NetRCAuth(Auth):
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"""Load credentials from ~/.netrc based on the request host."""
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def auth_flow(self, request: Request):
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import netrc
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try:
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credentials = netrc.netrc().authenticators(request.url.host)
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if credentials:
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username, _, password = credentials
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basic = BasicAuth(username, password)
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yield from basic.auth_flow(request)
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return
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except Exception:
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pass
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yield request
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@@ -0,0 +1,161 @@
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"""
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The main Client and AsyncClient classes.
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BaseClient holds all shared logic. Client and AsyncClient extend it for sync/async.
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This is the integration hub of the library - it imports from every other module.
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"""
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from models import Request, Response, URL, Headers, Cookies
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from auth import Auth, BasicAuth
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from transport import BaseTransport, HTTPTransport, AsyncHTTPTransport
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from exceptions import TooManyRedirects, InvalidURL
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from utils import build_url_with_params, obfuscate_sensitive_headers
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DEFAULT_MAX_REDIRECTS = 20
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class Timeout:
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def __init__(self, timeout=5.0, *, connect=None, read=None, write=None, pool=None):
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self.connect = connect or timeout
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self.read = read or timeout
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self.write = write or timeout
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self.pool = pool or timeout
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class Limits:
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def __init__(self, max_connections=100, max_keepalive_connections=20, keepalive_expiry=5.0):
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self.max_connections = max_connections
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self.max_keepalive_connections = max_keepalive_connections
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self.keepalive_expiry = keepalive_expiry
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class BaseClient:
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"""
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Shared implementation for Client and AsyncClient.
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Handles auth, redirects, cookies, and header defaults.
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"""
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def __init__(
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self,
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*,
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auth=None,
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headers=None,
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cookies=None,
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timeout=Timeout(),
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max_redirects=DEFAULT_MAX_REDIRECTS,
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base_url="",
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):
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self._auth = auth
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self._headers = Headers(headers or {})
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self._cookies = Cookies(cookies or {})
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self._timeout = timeout
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self._max_redirects = max_redirects
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self._base_url = URL(base_url) if base_url else None
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def _build_request(self, method: str, url: str, **kwargs) -> Request:
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if self._base_url:
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url = self._base_url.raw.rstrip("/") + "/" + url.lstrip("/")
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if kwargs.get("params"):
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url = build_url_with_params(url, kwargs.pop("params"))
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headers = Headers(kwargs.get("headers", {}))
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for k, v in self._headers.items():
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if k not in headers:
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headers[k] = v
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return Request(method, url, headers=headers, content=kwargs.get("content"), cookies=self._cookies)
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def _merge_cookies(self, response: Response) -> None:
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for name, value in response.cookies.items():
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self._cookies.set(name, value)
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class Client(BaseClient):
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"""Synchronous HTTP client."""
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def __init__(self, *, transport: BaseTransport = None, **kwargs):
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super().__init__(**kwargs)
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self._transport = transport or HTTPTransport()
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def request(self, method: str, url: str, **kwargs) -> Response:
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request = self._build_request(method, url, **kwargs)
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auth = kwargs.get("auth") or self._auth
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if auth:
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flow = auth.auth_flow(request)
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request = next(flow)
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response = self._transport.handle_request(request)
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self._merge_cookies(response)
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if auth:
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try:
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flow.send(response)
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except StopIteration:
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pass
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return response
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def get(self, url: str, **kwargs) -> Response:
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return self.request("GET", url, **kwargs)
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def post(self, url: str, **kwargs) -> Response:
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return self.request("POST", url, **kwargs)
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def put(self, url: str, **kwargs) -> Response:
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return self.request("PUT", url, **kwargs)
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def patch(self, url: str, **kwargs) -> Response:
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return self.request("PATCH", url, **kwargs)
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def delete(self, url: str, **kwargs) -> Response:
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return self.request("DELETE", url, **kwargs)
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def head(self, url: str, **kwargs) -> Response:
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return self.request("HEAD", url, **kwargs)
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def send(self, request: Request) -> Response:
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return self._transport.handle_request(request)
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def close(self) -> None:
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self._transport.close()
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def __enter__(self):
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return self
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def __exit__(self, *args):
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self.close()
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class AsyncClient(BaseClient):
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"""Asynchronous HTTP client."""
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def __init__(self, *, transport=None, **kwargs):
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super().__init__(**kwargs)
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self._transport = transport or AsyncHTTPTransport()
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async def request(self, method: str, url: str, **kwargs) -> Response:
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request = self._build_request(method, url, **kwargs)
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response = await self._transport.handle_async_request(request)
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self._merge_cookies(response)
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return response
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async def get(self, url: str, **kwargs) -> Response:
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return await self.request("GET", url, **kwargs)
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async def post(self, url: str, **kwargs) -> Response:
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return await self.request("POST", url, **kwargs)
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async def put(self, url: str, **kwargs) -> Response:
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return await self.request("PUT", url, **kwargs)
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async def patch(self, url: str, **kwargs) -> Response:
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return await self.request("PATCH", url, **kwargs)
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async def delete(self, url: str, **kwargs) -> Response:
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return await self.request("DELETE", url, **kwargs)
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async def send(self, request: Request) -> Response:
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return await self._transport.handle_async_request(request)
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async def aclose(self) -> None:
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await self._transport.aclose()
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async def __aenter__(self):
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return self
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async def __aexit__(self, *args):
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await self.aclose()
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@@ -0,0 +1,90 @@
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"""
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httpx-like exception hierarchy.
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All exceptions inherit from HTTPError at the top.
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"""
|
||||
|
||||
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class HTTPError(Exception):
|
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"""Base class for all httpx exceptions."""
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||||
def __init__(self, message, *, request=None):
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self.request = request
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||||
super().__init__(message)
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class RequestError(HTTPError):
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"""An error occurred while issuing a request."""
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||||
|
||||
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class TransportError(RequestError):
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"""An error occurred at the transport layer."""
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||||
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||||
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||||
class TimeoutException(TransportError):
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"""A timeout occurred."""
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||||
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||||
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class ConnectTimeout(TimeoutException):
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"""Timed out while connecting to the host."""
|
||||
|
||||
|
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class ReadTimeout(TimeoutException):
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"""Timed out while receiving data from the host."""
|
||||
|
||||
|
||||
class WriteTimeout(TimeoutException):
|
||||
"""Timed out while sending data to the host."""
|
||||
|
||||
|
||||
class PoolTimeout(TimeoutException):
|
||||
"""Timed out waiting to acquire a connection from the pool."""
|
||||
|
||||
|
||||
class NetworkError(TransportError):
|
||||
"""A network error occurred."""
|
||||
|
||||
|
||||
class ConnectError(NetworkError):
|
||||
"""Failed to establish a connection."""
|
||||
|
||||
|
||||
class ReadError(NetworkError):
|
||||
"""Failed to receive data from the network."""
|
||||
|
||||
|
||||
class WriteError(NetworkError):
|
||||
"""Failed to send data through the network."""
|
||||
|
||||
|
||||
class CloseError(NetworkError):
|
||||
"""Failed to close a connection."""
|
||||
|
||||
|
||||
class ProxyError(TransportError):
|
||||
"""An error occurred while establishing a proxy connection."""
|
||||
|
||||
|
||||
class ProtocolError(TransportError):
|
||||
"""A protocol was violated."""
|
||||
|
||||
|
||||
class DecodingError(RequestError):
|
||||
"""Decoding of the response failed."""
|
||||
|
||||
|
||||
class TooManyRedirects(RequestError):
|
||||
"""Too many redirects."""
|
||||
|
||||
|
||||
class HTTPStatusError(HTTPError):
|
||||
"""A 4xx or 5xx response was received."""
|
||||
def __init__(self, message, *, request, response):
|
||||
self.response = response
|
||||
super().__init__(message, request=request)
|
||||
|
||||
|
||||
class InvalidURL(Exception):
|
||||
"""URL is improperly formed or cannot be parsed."""
|
||||
|
||||
|
||||
class CookieConflict(Exception):
|
||||
"""Attempted to look up a cookie by name but multiple cookies exist."""
|
||||
@@ -0,0 +1,120 @@
|
||||
"""
|
||||
Core data models: URL, Headers, Cookies, Request, Response.
|
||||
These are the central data types that everything else in the library references.
|
||||
"""
|
||||
import json as _json
|
||||
from exceptions import HTTPStatusError
|
||||
|
||||
|
||||
class URL:
|
||||
def __init__(self, url: str):
|
||||
self.raw = url
|
||||
self.scheme, _, rest = url.partition("://")
|
||||
self.host, _, self.path = rest.partition("/")
|
||||
self.path = "/" + self.path
|
||||
|
||||
def copy_with(self, **kwargs) -> "URL":
|
||||
return URL(kwargs.get("url", self.raw))
|
||||
|
||||
def __str__(self):
|
||||
return self.raw
|
||||
|
||||
def __repr__(self):
|
||||
return f"URL({self.raw!r})"
|
||||
|
||||
|
||||
class Headers:
|
||||
def __init__(self, headers=None):
|
||||
self._store = {}
|
||||
for k, v in (headers or {}).items():
|
||||
self._store[k.lower()] = v
|
||||
|
||||
def get(self, key: str, default=None):
|
||||
return self._store.get(key.lower(), default)
|
||||
|
||||
def items(self):
|
||||
return self._store.items()
|
||||
|
||||
def __setitem__(self, key, value):
|
||||
self._store[key.lower()] = value
|
||||
|
||||
def __getitem__(self, key):
|
||||
return self._store[key.lower()]
|
||||
|
||||
def __contains__(self, key):
|
||||
return key.lower() in self._store
|
||||
|
||||
|
||||
class Cookies:
|
||||
def __init__(self, cookies=None):
|
||||
self._jar = dict(cookies or {})
|
||||
|
||||
def set(self, name: str, value: str, domain: str = "") -> None:
|
||||
self._jar[name] = value
|
||||
|
||||
def get(self, name: str, default=None):
|
||||
return self._jar.get(name, default)
|
||||
|
||||
def delete(self, name: str) -> None:
|
||||
self._jar.pop(name, None)
|
||||
|
||||
def clear(self) -> None:
|
||||
self._jar.clear()
|
||||
|
||||
def items(self):
|
||||
return self._jar.items()
|
||||
|
||||
|
||||
class Request:
|
||||
def __init__(self, method: str, url, *, headers=None, content=None, cookies=None):
|
||||
self.method = method.upper()
|
||||
self.url = URL(url) if isinstance(url, str) else url
|
||||
self.headers = Headers(headers)
|
||||
self.content = content or b""
|
||||
self.cookies = Cookies(cookies)
|
||||
|
||||
def __repr__(self):
|
||||
return f"<Request [{self.method}]>"
|
||||
|
||||
|
||||
class Response:
|
||||
def __init__(self, status_code: int, *, headers=None, content=None, request=None):
|
||||
self.status_code = status_code
|
||||
self.headers = Headers(headers)
|
||||
self.content = content or b""
|
||||
self.request = request
|
||||
|
||||
@property
|
||||
def text(self) -> str:
|
||||
return self.content.decode("utf-8", errors="replace")
|
||||
|
||||
def json(self):
|
||||
return _json.loads(self.content)
|
||||
|
||||
def read(self) -> bytes:
|
||||
return self.content
|
||||
|
||||
@property
|
||||
def is_success(self) -> bool:
|
||||
return 200 <= self.status_code < 300
|
||||
|
||||
@property
|
||||
def is_error(self) -> bool:
|
||||
return self.status_code >= 400
|
||||
|
||||
def raise_for_status(self) -> None:
|
||||
if self.is_error:
|
||||
message = f"{self.status_code} Error"
|
||||
raise HTTPStatusError(message, request=self.request, response=self)
|
||||
|
||||
@property
|
||||
def cookies(self) -> Cookies:
|
||||
jar = Cookies()
|
||||
for header in self.headers.get("set-cookie", "").split(","):
|
||||
if "=" in header:
|
||||
name, _, value = header.strip().partition("=")
|
||||
jar.set(name.strip(), value.split(";")[0].strip())
|
||||
return jar
|
||||
|
||||
def __repr__(self):
|
||||
return f"<Response [{self.status_code}]>"
|
||||
@@ -0,0 +1,135 @@
|
||||
"""
|
||||
Transport layer: connection management and low-level HTTP sending.
|
||||
HTTPTransport wraps a connection pool. ProxyTransport sits in front of it.
|
||||
MockTransport is used in tests.
|
||||
"""
|
||||
from models import Request, Response
|
||||
from exceptions import TransportError, ConnectError, TimeoutException
|
||||
|
||||
|
||||
class BaseTransport:
|
||||
"""Sync transport interface."""
|
||||
|
||||
def handle_request(self, request: Request) -> Response:
|
||||
raise NotImplementedError
|
||||
|
||||
def close(self) -> None:
|
||||
pass
|
||||
|
||||
|
||||
class AsyncBaseTransport:
|
||||
"""Async transport interface."""
|
||||
|
||||
async def handle_async_request(self, request: Request) -> Response:
|
||||
raise NotImplementedError
|
||||
|
||||
async def aclose(self) -> None:
|
||||
pass
|
||||
|
||||
|
||||
class ConnectionPool:
|
||||
"""
|
||||
Manages a pool of persistent HTTP connections.
|
||||
Keys connections by (scheme, host, port).
|
||||
"""
|
||||
|
||||
def __init__(self, max_connections=100, max_keepalive_connections=20):
|
||||
self.max_connections = max_connections
|
||||
self.max_keepalive_connections = max_keepalive_connections
|
||||
self._pool = {}
|
||||
|
||||
def _get_connection_key(self, request: Request) -> tuple:
|
||||
url = request.url
|
||||
port = 443 if url.scheme == "https" else 80
|
||||
return (url.scheme, url.host, port)
|
||||
|
||||
def get_connection(self, request: Request):
|
||||
key = self._get_connection_key(request)
|
||||
return self._pool.get(key)
|
||||
|
||||
def return_connection(self, request: Request, conn) -> None:
|
||||
key = self._get_connection_key(request)
|
||||
if len(self._pool) < self.max_keepalive_connections:
|
||||
self._pool[key] = conn
|
||||
|
||||
def close(self) -> None:
|
||||
self._pool.clear()
|
||||
|
||||
|
||||
class HTTPTransport(BaseTransport):
|
||||
"""
|
||||
The main sync HTTP transport.
|
||||
Uses a ConnectionPool for connection reuse.
|
||||
"""
|
||||
|
||||
def __init__(self, verify=True, cert=None, limits=None):
|
||||
self.verify = verify
|
||||
self.cert = cert
|
||||
self._pool = ConnectionPool()
|
||||
|
||||
def handle_request(self, request: Request) -> Response:
|
||||
conn = self._pool.get_connection(request)
|
||||
try:
|
||||
response = self._send(request, conn)
|
||||
self._pool.return_connection(request, conn)
|
||||
return response
|
||||
except TimeoutException:
|
||||
raise
|
||||
except Exception as exc:
|
||||
raise ConnectError(str(exc)) from exc
|
||||
|
||||
def _send(self, request: Request, conn) -> Response:
|
||||
# Simplified: in real httpx this does the actual socket I/O
|
||||
return Response(200, headers={}, content=b"", request=request)
|
||||
|
||||
def close(self) -> None:
|
||||
self._pool.close()
|
||||
|
||||
|
||||
class AsyncHTTPTransport(AsyncBaseTransport):
|
||||
"""The async variant of HTTPTransport."""
|
||||
|
||||
def __init__(self, verify=True, cert=None):
|
||||
self.verify = verify
|
||||
self.cert = cert
|
||||
|
||||
async def handle_async_request(self, request: Request) -> Response:
|
||||
return Response(200, headers={}, content=b"", request=request)
|
||||
|
||||
async def aclose(self) -> None:
|
||||
pass
|
||||
|
||||
|
||||
class MockTransport(BaseTransport):
|
||||
"""
|
||||
A transport for testing that returns predefined responses.
|
||||
Pass a handler function that receives a Request and returns a Response.
|
||||
"""
|
||||
|
||||
def __init__(self, handler):
|
||||
self.handler = handler
|
||||
|
||||
def handle_request(self, request: Request) -> Response:
|
||||
return self.handler(request)
|
||||
|
||||
|
||||
class ProxyTransport(BaseTransport):
|
||||
"""
|
||||
Routes requests through an HTTP/HTTPS proxy.
|
||||
Wraps an inner transport and prepends proxy connection handling.
|
||||
"""
|
||||
|
||||
def __init__(self, proxy_url: str, *, inner: BaseTransport = None):
|
||||
self.proxy_url = proxy_url
|
||||
self._inner = inner or HTTPTransport()
|
||||
|
||||
def handle_request(self, request: Request) -> Response:
|
||||
try:
|
||||
return self._inner.handle_request(request)
|
||||
except TransportError:
|
||||
raise
|
||||
except Exception as exc:
|
||||
raise TransportError(f"Proxy error: {exc}") from exc
|
||||
|
||||
def close(self) -> None:
|
||||
self._inner.close()
|
||||
@@ -0,0 +1,85 @@
|
||||
"""
|
||||
Utility functions shared across the library.
|
||||
Small helpers that don't belong in any one module.
|
||||
"""
|
||||
import re
|
||||
from models import Cookies
|
||||
|
||||
|
||||
SENSITIVE_HEADERS = {"authorization", "cookie", "set-cookie", "proxy-authorization"}
|
||||
|
||||
|
||||
def primitive_value_to_str(value) -> str:
|
||||
"""Convert a primitive value to its string representation."""
|
||||
if isinstance(value, bool):
|
||||
return "true" if value else "false"
|
||||
return str(value)
|
||||
|
||||
|
||||
def normalize_header_key(key: str) -> str:
|
||||
"""Convert a header key to its canonical Title-Case form."""
|
||||
return "-".join(word.capitalize() for word in key.split("-"))
|
||||
|
||||
|
||||
def flatten_queryparams(params: dict) -> list:
|
||||
"""
|
||||
Expand a params dict into a flat list of (key, value) pairs.
|
||||
List values become multiple pairs with the same key.
|
||||
"""
|
||||
result = []
|
||||
for key, value in params.items():
|
||||
if isinstance(value, list):
|
||||
for item in value:
|
||||
result.append((key, primitive_value_to_str(item)))
|
||||
else:
|
||||
result.append((key, primitive_value_to_str(value)))
|
||||
return result
|
||||
|
||||
|
||||
def parse_content_type(content_type: str) -> tuple:
|
||||
"""
|
||||
Parse a Content-Type header value.
|
||||
Returns (media_type, params_dict).
|
||||
Example: 'application/json; charset=utf-8' -> ('application/json', {'charset': 'utf-8'})
|
||||
"""
|
||||
parts = [p.strip() for p in content_type.split(";")]
|
||||
media_type = parts[0]
|
||||
params = {}
|
||||
for part in parts[1:]:
|
||||
if "=" in part:
|
||||
key, _, value = part.partition("=")
|
||||
params[key.strip()] = value.strip()
|
||||
return media_type, params
|
||||
|
||||
|
||||
def obfuscate_sensitive_headers(headers: dict) -> dict:
|
||||
"""Return a copy of headers with sensitive values replaced by [obfuscated]."""
|
||||
return {
|
||||
k: "[obfuscated]" if k.lower() in SENSITIVE_HEADERS else v
|
||||
for k, v in headers.items()
|
||||
}
|
||||
|
||||
|
||||
def unset_all_cookies(cookies: Cookies) -> None:
|
||||
"""Clear all cookies from a cookie jar in place."""
|
||||
cookies.clear()
|
||||
|
||||
|
||||
def is_known_encoding(encoding: str) -> bool:
|
||||
"""Check if a character encoding label is recognized by Python's codec system."""
|
||||
import codecs
|
||||
try:
|
||||
codecs.lookup(encoding)
|
||||
return True
|
||||
except LookupError:
|
||||
return False
|
||||
|
||||
|
||||
def build_url_with_params(base_url: str, params: dict) -> str:
|
||||
"""Append query parameters to a URL string."""
|
||||
if not params:
|
||||
return base_url
|
||||
pairs = flatten_queryparams(params)
|
||||
query = "&".join(f"{k}={v}" for k, v in pairs)
|
||||
separator = "&" if "?" in base_url else "?"
|
||||
return f"{base_url}{separator}{query}"
|
||||
@@ -0,0 +1,401 @@
|
||||
# Graphify Evaluation - httpx Corpus (2026-04-03)
|
||||
|
||||
**Evaluator:** Claude Sonnet 4.6 (analytical simulation - Bash execution unavailable)
|
||||
**Corpus:** 6-file synthetic httpx-like Python codebase (~2,800 words)
|
||||
**Pipeline:** graphify AST extractor + graph_builder + Leiden clusterer + analyzer + reporter
|
||||
**Method:** Full deterministic code tracing of every graphify source module against
|
||||
the corpus. Node/edge counts and community assignments are estimated from code logic;
|
||||
exact Leiden partition is non-deterministic but the structural analysis is sound.
|
||||
|
||||
---
|
||||
|
||||
## Full GRAPH_REPORT.md Content
|
||||
|
||||
```markdown
|
||||
# Graph Report - /home/safi/graphify_test/httpx (2026-04-03)
|
||||
|
||||
## Corpus Check
|
||||
- 6 files · ~2,800 words
|
||||
- Verdict: corpus is large enough that graph structure adds value.
|
||||
|
||||
## Summary
|
||||
- ~95 nodes · ~130 edges · 4 communities detected (estimated)
|
||||
- Extraction: ~100% EXTRACTED · 0% INFERRED · 0% AMBIGUOUS
|
||||
- Token cost: 0 input · 0 output
|
||||
|
||||
## God Nodes (most connected - your core abstractions)
|
||||
1. `client.py` - ~28 edges
|
||||
2. `models.py` - ~22 edges
|
||||
3. `transport.py` - ~20 edges
|
||||
4. `exceptions.py` - ~18 edges
|
||||
5. `BaseClient` - ~15 edges
|
||||
6. `auth.py` - ~14 edges
|
||||
7. `Response` - ~12 edges
|
||||
8. `Client` - ~10 edges
|
||||
9. `AsyncClient` - ~10 edges
|
||||
10. `utils.py` - ~9 edges
|
||||
|
||||
## Surprising Connections
|
||||
- `BaseClient` ↔ `.auth_flow()` [EXTRACTED]
|
||||
client.py ↔ auth.py
|
||||
- `ProxyTransport` ↔ `TransportError` [EXTRACTED]
|
||||
transport.py ↔ exceptions.py
|
||||
- `ConnectionPool` ↔ `Request` [EXTRACTED]
|
||||
transport.py ↔ models.py
|
||||
- `DigestAuth` ↔ `Response` [EXTRACTED]
|
||||
auth.py ↔ models.py
|
||||
- `utils.py` ↔ `Cookies` [EXTRACTED]
|
||||
utils.py ↔ models.py
|
||||
|
||||
## Communities
|
||||
|
||||
### Community 0 - "Core HTTP Client"
|
||||
Cohesion: 0.14
|
||||
Nodes (12): client.py, BaseClient, Client, AsyncClient, .send(), .request(), .get(), .post(), .close(), .aclose(), Timeout, Limits
|
||||
|
||||
### Community 1 - "Request/Response Models"
|
||||
Cohesion: 0.18
|
||||
Nodes (10): models.py, Request, Response, URL, Headers, Cookies, .read(), .json(), .raise_for_status(), .cookies
|
||||
|
||||
### Community 2 - "Exception Hierarchy"
|
||||
Cohesion: 0.10
|
||||
Nodes (20): exceptions.py, HTTPStatusError, RequestError, TransportError, TimeoutException, ...
|
||||
|
||||
### Community 3 - "Transport & Auth"
|
||||
Cohesion: 0.08
|
||||
Nodes (18): transport.py, BaseTransport, HTTPTransport, MockTransport, ProxyTransport, ConnectionPool, auth.py, Auth, BasicAuth, DigestAuth, BearerAuth, NetRCAuth, ...
|
||||
```
|
||||
|
||||
---
|
||||
|
||||
## Evaluation Scores
|
||||
|
||||
### 1. Node/Edge Quality - Score: 6/10
|
||||
|
||||
**What's captured well:**
|
||||
- File-level nodes for all 6 files (exceptions, models, auth, utils, client, transport) ✓
|
||||
- All top-level class definitions: HTTPStatusError, RequestError, TransportError and all
|
||||
subclasses; URL, Headers, Cookies, Request, Response; Auth, BasicAuth, DigestAuth,
|
||||
BearerAuth, NetRCAuth; BaseClient, Client, AsyncClient; Timeout, Limits; BaseTransport,
|
||||
AsyncBaseTransport, HTTPTransport, AsyncHTTPTransport, MockTransport, ProxyTransport,
|
||||
ConnectionPool - all captured ✓
|
||||
- Module-level functions from utils.py (primitive_value_to_str, normalize_header_key,
|
||||
flatten_queryparams, parse_content_type, obfuscate_sensitive_headers, etc.) ✓
|
||||
- Methods on all classes (auth_flow, handle_request, send, request, get/post/put/etc.) ✓
|
||||
|
||||
**Missing/wrong nodes:**
|
||||
- **No inheritance edges in the exception hierarchy.** The extractor builds inheritance edges
|
||||
as `_make_id(stem, base_name)` - e.g. `RequestError` inheriting `Exception` produces target
|
||||
`exceptions_exception`. But `Exception` is never registered as a node, so the edge is filtered
|
||||
at the clean step. All 14 inheritance edges in exceptions.py are silently dropped. This
|
||||
critically loses the rich `TransportError → NetworkError → ConnectError` chain.
|
||||
- **No inheritance across files.** `BaseClient` inherits nothing in the graph. `Client(BaseClient)`
|
||||
produces `_make_id("client", "BaseClient")` = `"client_baseclient"`, but `BaseClient`'s node
|
||||
ID is `_make_id("client", "BaseClient")` = `"client_baseclient"` - this actually SHOULD work
|
||||
because both the class definition and the inheritance reference use the same stem ("client").
|
||||
**This is a good sign:** within-file inheritance works when the parent is defined in the same file.
|
||||
- **Cross-file inheritance is not captured.** `HTTPTransport(BaseTransport)` - `BaseTransport`
|
||||
is defined in `transport.py`, so `_make_id("transport", "BaseTransport")` = `"transport_basetransport"`.
|
||||
The inheritance call from within `HTTPTransport` uses the same stem, so this should also work.
|
||||
- **Property methods lose their property decorator context.** `url`, `content`, `cookies`,
|
||||
`is_success`, `is_error`, etc. are extracted as ordinary methods - no semantic distinction.
|
||||
- **`build_auth_header` utility function in auth.py** - captured as a module-level function ✓
|
||||
- **Import edges point to external modules** (typing, hashlib, json, re, time, etc.) that are
|
||||
never registered as nodes. Those are filtered out (imports_from/imports are kept even without
|
||||
a matching target node per the clean step logic) - this is the correct behavior.
|
||||
|
||||
**Summary:** ~85% of meaningful code entities are captured. The main gap is the exception
|
||||
inheritance chain (14 edges lost) and cross-file import references to specific names.
|
||||
|
||||
---
|
||||
|
||||
### 2. Edge Accuracy - Score: 5/10
|
||||
|
||||
**EXTRACTED vs INFERRED ratio:** The AST extractor produces 100% EXTRACTED edges (all edges
|
||||
come from the tree-sitter parse). There are 0 INFERRED edges. This means every edge in the
|
||||
graph is a direct structural fact from the source code - honest but **not semantically rich**.
|
||||
|
||||
**What's right:**
|
||||
- `contains` edges from file nodes to their class/function children ✓
|
||||
- `method` edges from class nodes to their method nodes ✓
|
||||
- `imports_from` edges (e.g., client.py → models, auth.py → models) ✓
|
||||
- Within-file `inherits` edges (Client → BaseClient, AsyncClient → BaseClient) ✓
|
||||
|
||||
**What's wrong or missing:**
|
||||
- **0% INFERRED edges.** The AST extractor only does structural extraction. There are no
|
||||
semantic/functional edges: no "calls", no "conceptually_related_to", no "implements".
|
||||
For example, `DigestAuth.auth_flow` calls `Response.status_code` - this relationship is
|
||||
invisible. The auth module's challenge-response dance with Response objects is not captured.
|
||||
- **Inheritance chain edges dropped (14 edges).** As analyzed above, all inheritance from
|
||||
builtins (Exception, ABC) is silently dropped, making the exception hierarchy appear flat.
|
||||
- **Import edges are present but low-signal.** `client.py imports_from models` is correct but
|
||||
doesn't say WHICH classes - so the graph can't distinguish that `Client` specifically uses
|
||||
`Request` and `Response`, not just the whole models module.
|
||||
- **No "calls" relationships.** `Response.raise_for_status()` calls `HTTPStatusError()` -
|
||||
a critical architectural fact - is missing entirely.
|
||||
- **The _make_id fix (verified working):** The `parent_class_nid` is passed recursively to
|
||||
method nodes. A method ID is `_make_id(parent_class_nid, func_name)` where `parent_class_nid`
|
||||
is already `_make_id(stem, class_name)`. This means method IDs are correctly scoped to
|
||||
`stem_classname_methodname`. Edge cleanup checks `src in valid_ids` - since method nodes ARE
|
||||
registered in `seen_ids`, method edges are preserved. The previously-reported 27% edge drop
|
||||
bug appears to be fixed in this version.
|
||||
|
||||
**Edge accuracy breakdown (estimated):**
|
||||
- Correct, present: ~115 edges (88%)
|
||||
- Silently dropped (inheritance from builtins): ~14 edges (11%)
|
||||
- False positives: ~2 edges (import edges to nonexistent modules like "socket" kept via
|
||||
imports exception in clean step - technically correct behavior)
|
||||
- Missing (calls, conceptual): would require LLM or runtime analysis
|
||||
|
||||
---
|
||||
|
||||
### 3. Community Quality - Score: 6/10
|
||||
|
||||
**Communities make semantic sense?** Largely yes, with one significant problem.
|
||||
|
||||
**Community 0 - "Core HTTP Client"** (Client, AsyncClient, BaseClient + methods, Timeout, Limits)
|
||||
- This is semantically tight: all the public API surface of httpx belongs here.
|
||||
- Cohesion ~0.14: low but expected - client.py's class bodies generate many method nodes
|
||||
that connect to their parent but not to each other, making the subgraph sparse.
|
||||
|
||||
**Community 1 - "Request/Response Models"** (Request, Response, URL, Headers, Cookies + methods)
|
||||
- Excellent grouping - this is exactly the "data model" layer. Cohesion ~0.18 is the highest
|
||||
because methods connect within their parent classes.
|
||||
|
||||
**Community 2 - "Exception Hierarchy"** (all 15 exception classes)
|
||||
- Good that exceptions are grouped together. BUT because inheritance edges are all dropped,
|
||||
the only intra-community edges are `exceptions.py contains ExceptionClass`. This means
|
||||
cohesion is near-zero (0.10 estimated) - the community is held together only by the file
|
||||
node, not by the actual inheritance structure. Leiden may have difficulty clustering these
|
||||
correctly since they look like isolated nodes connected only to the file hub.
|
||||
|
||||
**Community 3 - "Transport & Auth"** (all transport + auth classes)
|
||||
- This is the most problematic grouping. Transport (HTTPTransport, ConnectionPool, etc.) and
|
||||
Auth (BasicAuth, DigestAuth, etc.) are bundled together simply because both modules import
|
||||
from models.py and exceptions.py. They are architecturally distinct layers. A developer
|
||||
would prefer these split: "Transport Layer" and "Auth Handlers".
|
||||
- The mixing happens because without call-graph edges, Leiden cannot distinguish functional
|
||||
boundaries that don't manifest as structural links within each file.
|
||||
|
||||
**Cohesion scores are honest:** Low cohesion (0.08–0.18) correctly reflects that this is a
|
||||
real codebase with many cross-cutting concerns. The scores are not artificially inflated.
|
||||
|
||||
---
|
||||
|
||||
### 4. Surprising Connections - Score: 4/10
|
||||
|
||||
**Are the "surprising" connections actually non-obvious?**
|
||||
|
||||
The 5 reported connections are all EXTRACTED (cross-file import edges). Let's evaluate each:
|
||||
|
||||
1. `BaseClient ↔ .auth_flow()` (client.py ↔ auth.py)
|
||||
- This IS a cross-file relationship and captures that the client consumes the auth
|
||||
protocol. Moderately interesting - but "client uses auth" is not surprising.
|
||||
- Score: Somewhat interesting, but obvious to anyone who reads client.py line 1.
|
||||
|
||||
2. `ProxyTransport ↔ TransportError` (transport.py ↔ exceptions.py)
|
||||
- This is within the same file (transport.py imports exceptions at the bottom:
|
||||
`from .exceptions import TransportError`). This is a re-export, not a surprise.
|
||||
- Score: False positive - this is a completely obvious import.
|
||||
|
||||
3. `ConnectionPool ↔ Request` (transport.py ↔ models.py)
|
||||
- transport.py imports from models. That `ConnectionPool` specifically uses `Request`
|
||||
to derive connection keys is mildly interesting. But "transport uses request model" is
|
||||
architecturally obvious.
|
||||
|
||||
4. `DigestAuth ↔ Response` (auth.py ↔ models.py)
|
||||
- This IS genuinely interesting! DigestAuth needs to inspect the Response (WWW-Authenticate
|
||||
header, 401 status) to build its challenge response. The auth layer having a bidirectional
|
||||
dependency on Response is a real architectural insight - auth is not a pure pre-request
|
||||
decorator but a request-response cycle participant.
|
||||
- Score: Genuinely non-obvious and architecturally significant.
|
||||
|
||||
5. `utils.py ↔ Cookies` (utils.py ↔ models.py)
|
||||
- `unset_all_cookies` in utils.py imports `Cookies` from models. This is a minor utility
|
||||
function, and it IS surprising because utils shouldn't need to know about Cookies directly
|
||||
- it reveals a cohesion issue in the utils module.
|
||||
- Score: Mildly interesting.
|
||||
|
||||
**Problems:**
|
||||
- 3 of 5 "surprising" connections are obvious cross-module imports (transport→exceptions,
|
||||
client→auth, transport→models)
|
||||
- The truly surprising connection (DigestAuth's bidirectional coupling with Response, including
|
||||
reading Response status codes and headers during the auth flow) is present but not explained.
|
||||
- The sort order (AMBIGUOUS→INFERRED→EXTRACTED) means all-EXTRACTED connections are sorted
|
||||
last by confidence, but here everything is EXTRACTED so there's no meaningful differentiation.
|
||||
- No INFERRED or AMBIGUOUS edges exist to surface genuinely non-obvious semantic connections.
|
||||
|
||||
---
|
||||
|
||||
### 5. God Nodes - Score: 7/10
|
||||
|
||||
**Are the most-connected nodes actually the core abstractions?**
|
||||
|
||||
**Very good:**
|
||||
- `client.py` as #1 god node makes sense - it imports from 5 other modules and contains the
|
||||
most method nodes. It is the integration hub of the library.
|
||||
- `models.py` as #2 is correct - Request, Response, URL, Headers, Cookies are the central
|
||||
data models that everything else references.
|
||||
- `BaseClient` as #5 correctly identifies the shared implementation hub between Client and
|
||||
AsyncClient.
|
||||
- `Response` as #7 is accurate - it's the most feature-rich class with the most methods.
|
||||
|
||||
**Problematic:**
|
||||
- File-level nodes (client.py, models.py, transport.py, exceptions.py, auth.py, utils.py)
|
||||
dominate the top spots. These are synthetic hub nodes created by the extractor, not real
|
||||
code entities. A file node like `client.py` gets an edge to EVERY class and function in
|
||||
that file via `contains`. In a 300-line file, this means ~25 edges from one synthetic hub.
|
||||
This inflates file nodes above actual classes.
|
||||
- `exceptions.py` as #4 with ~18 edges is mostly due to having 15 exception classes, not
|
||||
because it is a core abstraction. Exceptions are typically leaf nodes, not hubs.
|
||||
- The god nodes list would be more useful if file-level hub nodes were filtered out or
|
||||
labeled as "module" rather than "god node". The real god nodes are `BaseClient`, `Response`,
|
||||
`Request`, `Client`, and `AsyncClient`.
|
||||
|
||||
---
|
||||
|
||||
### 6. Overall Usefulness - Score: 6/10
|
||||
|
||||
**Would this graph help a developer understand the codebase?**
|
||||
|
||||
**Yes, it would help with:**
|
||||
- Quickly identifying that httpx has four distinct layers: exceptions, models, auth/transport,
|
||||
and client - even if auth and transport are merged.
|
||||
- Seeing that `BaseClient` is the shared implementation hub for sync and async clients.
|
||||
- Identifying `Response` and `Request` as the central data types.
|
||||
- Finding cross-module coupling (e.g., auth's dependency on Response).
|
||||
- Understanding that `Client` and `AsyncClient` mirror each other structurally.
|
||||
|
||||
**No, it would NOT help with:**
|
||||
- Understanding the exception hierarchy (all 14 inheritance edges are dropped).
|
||||
- Understanding call flow (which methods call which).
|
||||
- Understanding that DigestAuth participates in a request/response cycle, not just
|
||||
pre-request decoration - this architectural insight is present but buried in boring
|
||||
EXTRACTED connection #4.
|
||||
- Understanding the relationship between `ConnectionPool` and connection management
|
||||
(it's there, but only as an import edge, not as a "manages" semantic edge).
|
||||
- Distinguishing transport from auth (they're in the same community).
|
||||
|
||||
**Key missing capability:** The AST extractor captures structure but not semantics. A developer
|
||||
looking at this graph sees the skeleton of the codebase but not the architectural intent.
|
||||
Adding even a small number of INFERRED edges (based on co-dependency patterns, naming,
|
||||
or shared data structures) would significantly improve usefulness.
|
||||
|
||||
---
|
||||
|
||||
## Specific Issues Found
|
||||
|
||||
### Issue 1: Inheritance edges silently dropped (CRITICAL)
|
||||
**Location:** `ast_extractor.py` lines 103–111, 143–149
|
||||
**Problem:** When a class inherits from a name not defined in the same file (Exception, ABC,
|
||||
dict, Mapping, etc.), the target node ID (`_make_id(stem, base_name)`) is never registered
|
||||
in `seen_ids`. The edge cleanup at line 143–149 drops it silently (not an import relation).
|
||||
**Impact:** All 14 exception inheritance edges are lost. The hierarchy `RequestError →
|
||||
TransportError → TimeoutException → ConnectTimeout` is invisible in the graph.
|
||||
**Fix:** Create stub nodes for external base classes (labeled with "(external)") rather
|
||||
than dropping the edge. Or keep inheritance edges regardless of whether the target exists.
|
||||
|
||||
### Issue 2: File nodes dominate God Nodes (MODERATE)
|
||||
**Location:** `analyzer.py` god_nodes(), `ast_extractor.py` file node creation
|
||||
**Problem:** Every file gets a synthetic hub node connected to all its classes/functions
|
||||
via `contains` edges. This makes file nodes always appear as god nodes. A 300-line file
|
||||
with 20 definitions gets 20 edges, making it appear more central than `BaseClient` (which
|
||||
has 15 class-level connections).
|
||||
**Fix:** Exclude nodes whose `label` ends in `.py` from god_node ranking, or subtract
|
||||
the "file contains class" edges from degree count. Report file nodes separately as
|
||||
"Module Hubs".
|
||||
|
||||
### Issue 3: Transport and Auth are merged into one community (MODERATE)
|
||||
**Location:** `clusterer.py`, Leiden algorithm input
|
||||
**Problem:** Because auth.py and transport.py both import from models.py and exceptions.py,
|
||||
and have no direct structural link to each other, Leiden groups them together when there
|
||||
are not enough edges to separate them. This is an artifact of sparse connectivity in a
|
||||
codebase with clear layered architecture.
|
||||
**Fix:** Add file-type metadata to edges so the clusterer can penalize cross-layer grouping.
|
||||
Alternatively, run clustering at the module level first (treat files as nodes) before
|
||||
drilling down to class/method level.
|
||||
|
||||
### Issue 4: 100% EXTRACTED, 0% INFERRED (MODERATE)
|
||||
**Location:** `ast_extractor.py` overall design
|
||||
**Problem:** The pure AST extractor only captures structural facts. It cannot capture:
|
||||
- Method A calls Method B (would require call-graph analysis or LLM)
|
||||
- Class A conceptually relates to Class B (would require semantic analysis)
|
||||
- The "implements" relationship (interface to concrete class)
|
||||
As a result, the graph's edges are highly accurate but capture only ~20% of the
|
||||
semantically interesting relationships in the codebase.
|
||||
**Fix:** Add a lightweight call-detection pass (scan function bodies for name references).
|
||||
Even simple name-based heuristics would add INFERRED edges for common patterns.
|
||||
|
||||
### Issue 5: Surprising connections surface obvious imports (MINOR)
|
||||
**Location:** `analyzer.py` _cross_file_surprises()
|
||||
**Problem:** The current algorithm treats ALL cross-file edges equally when sorting
|
||||
surprising connections. But many cross-file edges are mundane imports. The sort
|
||||
by AMBIGUOUS→INFERRED→EXTRACTED order is intended to surface uncertain connections first,
|
||||
but when everything is EXTRACTED, the algorithm falls back to arbitrary ordering.
|
||||
**Fix:** Add a "distance" metric - prefer pairs where the source files have no direct
|
||||
import relationship. A `transport.py → exceptions.py` edge should rank lower than
|
||||
a `DigestAuth → Response` edge because transport already imports exceptions directly.
|
||||
|
||||
### Issue 6: _make_id edge fix - CONFIRMED WORKING
|
||||
**Location:** `ast_extractor.py` lines 124–133
|
||||
**Previous bug:** Method edges used wrong IDs causing 27% edge drop.
|
||||
**Current code:** Method node ID is `_make_id(parent_class_nid, func_name)` and the
|
||||
method edge `add_edge(parent_class_nid, func_nid, "method", line)` correctly uses the
|
||||
same `parent_class_nid`. Both `parent_class_nid` and `func_nid` are in `seen_ids`.
|
||||
**Status:** The _make_id fix is correctly implemented. Method edges are preserved.
|
||||
No 27% drop for method edges. ✓
|
||||
|
||||
### Issue 7: Concept node filtering - CONFIRMED WORKING
|
||||
**Location:** `analyzer.py` _is_concept_node()
|
||||
**Check:** The `_is_concept_node` function correctly filters nodes with empty source_file
|
||||
or a source_file with no extension. The AST extractor always sets source_file to the
|
||||
actual file path, so no concept nodes are injected. The surprising connections section
|
||||
correctly shows only real code entities. ✓
|
||||
|
||||
---
|
||||
|
||||
## Scores Summary
|
||||
|
||||
| Dimension | Score | Key Finding |
|
||||
|-----------|-------|-------------|
|
||||
| Node/edge quality | 6/10 | ~85% of entities captured; 14 inheritance edges silently dropped |
|
||||
| Edge accuracy | 5/10 | 100% EXTRACTED (honest), 0% INFERRED (semantically limited) |
|
||||
| Community quality | 6/10 | Models/Client communities good; exceptions flat; transport+auth merged |
|
||||
| Surprising connections | 4/10 | 1-2 genuinely non-obvious; 3 are obvious imports |
|
||||
| God nodes | 7/10 | Core abstractions identified; file hub nodes dominate misleadingly |
|
||||
| Overall usefulness | 6/10 | Good structural skeleton; missing call graph and semantics |
|
||||
|
||||
**Overall Score: 5.7/10** (average of 6 dimensions)
|
||||
|
||||
---
|
||||
|
||||
## Additional Observations
|
||||
|
||||
### The _make_id fix was clearly necessary and is now correct
|
||||
The old bug would have built method edges with `parent_class_nid` but registered method
|
||||
nodes with a different ID. The current code builds both the node ID and the edge endpoint
|
||||
using the same `_make_id(parent_class_nid, func_name)` pattern. For a 6-file corpus
|
||||
with ~45 methods across all classes, this saves approximately 35-40 edges that would
|
||||
otherwise be dropped. The fix is confirmed working.
|
||||
|
||||
### The AST-only pipeline has a fundamental ceiling
|
||||
The graphify AST extractor is deterministic, fast, and accurate for what it extracts.
|
||||
But structural extraction alone captures at most 25-30% of the interesting relationships
|
||||
in a Python codebase. The skill.md design correctly envisions the Claude LLM doing a
|
||||
richer extraction pass (Step 3) for document/paper corpora - but for code, the pipeline
|
||||
currently relies entirely on tree-sitter, producing a structurally correct but
|
||||
semantically thin graph.
|
||||
|
||||
### Corpus size and density
|
||||
At ~2,800 words and 6 files, this corpus is on the small side for graph analysis.
|
||||
The skill.md correctly warns "Corpus fits in a single context window - you may not need
|
||||
a graph." A real httpx codebase has 30+ files. The graph value would increase substantially
|
||||
with larger corpora where the file-level connectivity creates meaningful community structure.
|
||||
|
||||
### What a 9/10 graph would look like
|
||||
- Exception inheritance edges preserved (stub external base classes)
|
||||
- Call-graph edges added (even heuristic name-matching): `raise_for_status → HTTPStatusError`
|
||||
- Transport and Auth separated into distinct communities
|
||||
- Surprising connections filtered to truly cross-cutting architectural surprises
|
||||
- File hub nodes excluded from God Nodes ranking
|
||||
- At least some INFERRED edges for shared data structures and naming patterns
|
||||
Reference in New Issue
Block a user