From 73db8f1402ff0f6683483d7bfc0663a58a1f4206 Mon Sep 17 00:00:00 2001 From: pyr0ball Date: Sat, 11 Jul 2026 22:38:59 -0700 Subject: [PATCH] feat: update imitate data pipeline, models, and tests --- app/data/imitate.py | 114 ++++++++----- app/models.py | 78 +++++---- tests/test_models.py | 82 +++++++-- web/package-lock.json | 388 ++++++++++++++++++++++-------------------- web/package.json | 4 +- 5 files changed, 379 insertions(+), 287 deletions(-) diff --git a/app/data/imitate.py b/app/data/imitate.py index 1d453d2..7a70f08 100644 --- a/app/data/imitate.py +++ b/app/data/imitate.py @@ -14,6 +14,7 @@ from __future__ import annotations import base64 import json import logging +import threading import time import uuid from datetime import datetime, timezone @@ -22,6 +23,13 @@ from typing import Any from urllib.error import URLError from urllib.request import Request, urlopen +try: + from starlette.requests import Request as StarletteRequest + from starlette.responses import Response as StarletteResponse +except ImportError: + StarletteRequest = Any # type: ignore[assignment,misc] + StarletteResponse = Any # type: ignore[assignment,misc] + import httpx import yaml from fastapi import APIRouter, Depends, HTTPException @@ -303,17 +311,23 @@ def _run_cftext( polling the service health endpoint — this fails fast on model load errors instead of waiting out the full timeout. """ - # Allocate - alloc_resp = httpx.post( - f"{cforch_base}/api/services/cf-text/allocate", - json={ - "model_candidates": [model_id], - "caller": "avocet", - "pipeline": "imitate", - **({"user_id": user_id} if user_id else {}), - }, - timeout=30.0, - ) + # Allocate — retry on 503 (previous allocation may still be releasing) + _alloc_delays = [3.0, 6.0, 12.0] + for _attempt, _delay in enumerate([0.0] + _alloc_delays): + if _delay: + time.sleep(_delay) + alloc_resp = httpx.post( + f"{cforch_base}/api/services/cf-text/allocate", + json={ + "model_candidates": [model_id], + "caller": "avocet", + "pipeline": "imitate", + **({"user_id": user_id} if user_id else {}), + }, + timeout=30.0, + ) + if alloc_resp.status_code != 503 or _attempt == len(_alloc_delays): + break alloc_resp.raise_for_status() data = alloc_resp.json() service_url: str = data["url"] @@ -498,7 +512,10 @@ def get_catalog() -> dict: # ── GET /run (SSE) ───────────────────────────────────────────────────────────── -def _get_imitate_session(request: Any, response: Any) -> "CloudUser | None": +def _get_imitate_session( + request: StarletteRequest, + response: StarletteResponse, +) -> "CloudUser | None": """Optional session dependency — returns None when cloud_session is unavailable.""" try: from app.cloud_session import get_session @@ -625,46 +642,53 @@ def run_imitate( yield _sse({"type": "model_done", **result}) if cftext_real: - from concurrent.futures import ThreadPoolExecutor, as_completed - - # Announce all models upfront so the UI can show loading states immediately - for model_id in cftext_real: - yield _sse({"type": "model_start", "model": model_id, "service": "cf-text"}) - _user_id: str | None = getattr(session, "user_id", None) # Only forward real cloud user IDs — skip local/anon sessions if _user_id in (None, "local", "local-dev") or (_user_id or "").startswith("anon-"): _user_id = None - with ThreadPoolExecutor(max_workers=len(cftext_real)) as pool: - future_to_model = { - pool.submit( - _run_cftext, cforch_base, mid, prompt, system_ctx, temperature, - 180.0, _user_id, - ): mid - for mid in cftext_real - } - for future in as_completed(future_to_model): - model_id = future_to_model[future] + for model_id in cftext_real: + yield _sse({"type": "model_start", "model": model_id, "service": "cf-text"}) + + # Run blocking cf-text call in a thread; yield heartbeats every 15 s + # so proxies/browsers don't kill the idle SSE connection during cold starts. + _slot: dict = {} + _done = threading.Event() + + def _worker(mid: str = model_id) -> None: try: - response, elapsed_ms, cold_started = future.result() - if cold_started: - yield _sse({"type": "model_coldstart", "model": model_id}) - result = { - "model": model_id, - "response": response, - "elapsed_ms": elapsed_ms, - "error": None, - } + r, e, c = _run_cftext( + cforch_base, mid, prompt, system_ctx, temperature, + 180.0, _user_id, + ) + _slot.update({"response": r, "elapsed_ms": e, "cold_started": c}) except Exception as exc: - result = { - "model": model_id, - "response": "", - "elapsed_ms": 0, - "error": str(exc), - } - results.append(result) - yield _sse({"type": "model_done", **result}) + _slot["error"] = str(exc) + finally: + _done.set() + + threading.Thread(target=_worker, daemon=True).start() + while not _done.wait(timeout=15.0): + yield _sse({"type": "heartbeat"}) + + if "error" in _slot: + result = { + "model": model_id, + "response": "", + "elapsed_ms": 0, + "error": _slot["error"], + } + else: + if _slot.get("cold_started"): + yield _sse({"type": "model_coldstart", "model": model_id}) + result = { + "model": model_id, + "response": _slot["response"], + "elapsed_ms": _slot["elapsed_ms"], + "error": None, + } + results.append(result) + yield _sse({"type": "model_done", **result}) yield _sse({"type": "complete", "results": results}) diff --git a/app/models.py b/app/models.py index 26cfc90..2688926 100644 --- a/app/models.py +++ b/app/models.py @@ -318,9 +318,28 @@ def _register_in_node_catalogs( ) return [] + # Resolve the primary GGUF file — skip mmproj (vision projection matrices). + # If no .gguf file exists the model is safetensors-only: llama.cpp cannot + # load it, so catalog registration would produce a broken entry. + gguf_files = sorted( + (f for f in local_path.glob("*.gguf") if "mmproj" not in f.name.lower()), + key=lambda f: f.stat().st_size, + reverse=True, + ) + if not gguf_files: + logger.warning( + "%s: no .gguf files found in %s — safetensors-only model, " + "skipping catalog registration", + repo_id, local_path, + ) + return [] + + # Pick the largest GGUF (highest quality when multiple quant levels downloaded) + gguf_file = gguf_files[0] + gguf_filename = gguf_file.name + model_key = _catalog_key(repo_id) local_path_str = str(local_path) - vram_4bit = round(vram_mb_fp16 / 4 * 1.1) updated: list[str] = [] for yaml_file in sorted(profiles_dir.glob("*.yaml")): @@ -335,67 +354,52 @@ def _register_in_node_catalogs( max_mb: int = cf_text.get("max_mb", 0) catalog: dict = cf_text.get("catalog") or {} - # If the node has a different local model dir, remap the NFS path. + # If the node stores models at a different root (model_base_path), + # remap to that root while keeping the dir name and GGUF filename. model_base = cf_text.get("model_base_path", "").rstrip("/") if model_base: - nfs_base = str(_CF_TEXT_MODELS_DIR).rstrip("/") - model_name = local_path.name - effective_path_str = f"{model_base}/{model_name}" + effective_path_str = f"{model_base}/{local_path.name}/{gguf_filename}" else: - effective_path_str = local_path_str + effective_path_str = str(gguf_file) # Skip if key already exists if model_key in catalog: logger.debug("Key %r already in %s — skipping", model_key, yaml_file.name) continue - # Skip if any existing entry already points at this path (or a file within it) + # Skip if this GGUF file or its parent directory is already registered registered_paths = { str(entry.get("path", "")) for entry in catalog.values() if isinstance(entry, dict) } - if effective_path_str in registered_paths or any( - p.startswith(effective_path_str + "/") for p in registered_paths + if ( + effective_path_str in registered_paths + or local_path_str in registered_paths + or any(p.startswith(local_path_str + "/") for p in registered_paths) ): - logger.debug("Path %s already registered in %s — skipping", effective_path_str, yaml_file.name) + logger.debug( + "Path %s already registered in %s — skipping", + effective_path_str, yaml_file.name, + ) continue - # Determine whether model fits at FP16 or needs 4-bit - if vram_mb_fp16 <= max_mb: - vram_for_node = vram_mb_fp16 - needs_4bit = False - elif vram_4bit <= max_mb: - vram_for_node = vram_4bit - needs_4bit = True - else: + # GGUF models are already quantized; vram_mb_fp16 is the file size. + # No 4-bit fallback needed — the file is what it is. + if vram_mb_fp16 > max_mb: logger.debug( - "%s too large for %s (fp16=%d MB, 4bit=%d MB, max=%d MB)", - repo_id, yaml_file.name, vram_mb_fp16, vram_4bit, max_mb, + "%s too large for %s (vram=%d MB, max=%d MB)", + repo_id, yaml_file.name, vram_mb_fp16, max_mb, ) continue desc = f"{repo_id} ({role}, downloaded via avocet)" - if needs_4bit: - desc += " — CF_TEXT_4BIT=1 required" - - vram_comment = ( - f" # 4-bit estimate; FP16 footprint is {vram_mb_fp16} MB" - if needs_4bit - else f" # FP16 file-size estimate" - ) - env_block = ( - f" env:\n" - f" CF_TEXT_4BIT: \"1\"\n" - if needs_4bit else "" - ) entry_block = ( f" # auto-registered by avocet on download\n" f" {model_key}:\n" f" path: {effective_path_str}\n" - f" vram_mb: {vram_for_node}{vram_comment}\n" + f" vram_mb: {vram_mb_fp16} # {gguf_filename}\n" f" description: \"{desc}\"\n" - f"{env_block}" ) new_content = _insert_catalog_entry(content, entry_block) @@ -406,8 +410,8 @@ def _register_in_node_catalogs( yaml_file.write_text(new_content, encoding="utf-8") updated.append(yaml_file.stem) logger.info( - "Registered %s in %s (vram_mb=%d, 4bit=%s)", - model_key, yaml_file.name, vram_for_node, needs_4bit, + "Registered %s in %s (path=%s, vram_mb=%d)", + model_key, yaml_file.name, effective_path_str, vram_mb_fp16, ) except Exception as exc: diff --git a/tests/test_models.py b/tests/test_models.py index 07f03a9..c18883b 100644 --- a/tests/test_models.py +++ b/tests/test_models.py @@ -566,15 +566,20 @@ def _make_node_yaml(tmp_path: Path, max_mb: int = 8192) -> Path: return p -def test_catalog_registration_fp16_no_env_block(tmp_path): - """When model fits at FP16, no env block should be written.""" +def test_catalog_registration_writes_gguf_path(tmp_path): + """Registration writes the full GGUF file path, not the directory.""" from app import models as models_module + model_dir = tmp_path / "org--SmallModel" + model_dir.mkdir() + gguf = model_dir / "smallmodel-Q4_K_M.gguf" + gguf.write_bytes(b"fake") + node_yaml = _make_node_yaml(tmp_path, max_mb=8192) with patch.object(models_module, "_CF_ORCH_PROFILES_DIR", tmp_path): updated = models_module._register_in_node_catalogs( repo_id="org/SmallModel", - local_path=tmp_path / "org--SmallModel", + local_path=model_dir, vram_mb_fp16=4000, role="generator", ) @@ -583,45 +588,86 @@ def test_catalog_registration_fp16_no_env_block(tmp_path): content = node_yaml.read_text() # _catalog_key strips org prefix and lowercases: "org/SmallModel" → "smallmodel" assert "smallmodel:" in content + assert str(gguf) in content assert "CF_TEXT_4BIT" not in content assert "env:" not in content -def test_catalog_registration_needs_4bit_writes_env_block(tmp_path): - """When model only fits at 4-bit, env: CF_TEXT_4BIT: '1' must be written.""" +def test_catalog_registration_safetensors_skipped(tmp_path): + """Safetensors-only models (no .gguf) are skipped — llama.cpp cannot load them.""" from app import models as models_module + model_dir = tmp_path / "org--SftModel" + model_dir.mkdir() + (model_dir / "model.safetensors").write_bytes(b"fake") + node_yaml = _make_node_yaml(tmp_path, max_mb=8192) + original_content = node_yaml.read_text() + with patch.object(models_module, "_CF_ORCH_PROFILES_DIR", tmp_path): updated = models_module._register_in_node_catalogs( - repo_id="org/BigModel", - local_path=tmp_path / "org--BigModel", - vram_mb_fp16=20000, # won't fit at FP16 on 8 GB + repo_id="org/SftModel", + local_path=model_dir, + vram_mb_fp16=5000, role="generator", ) - assert "testnode" in updated - content = node_yaml.read_text() - # _catalog_key: "org/BigModel" → "bigmodel" - assert "bigmodel:" in content - assert "env:" in content - assert 'CF_TEXT_4BIT: "1"' in content - assert "CF_TEXT_4BIT=1 required" in content # description note + assert updated == [] + assert node_yaml.read_text() == original_content def test_catalog_registration_too_large_skipped(tmp_path): - """Model too large even at 4-bit should not be registered.""" + """GGUF whose VRAM exceeds node max_mb is not registered.""" from app import models as models_module + model_dir = tmp_path / "org--HugeModel" + model_dir.mkdir() + (model_dir / "huge-Q8_0.gguf").write_bytes(b"fake") + node_yaml = _make_node_yaml(tmp_path, max_mb=8192) with patch.object(models_module, "_CF_ORCH_PROFILES_DIR", tmp_path): updated = models_module._register_in_node_catalogs( repo_id="org/HugeModel", - local_path=tmp_path / "org--HugeModel", - vram_mb_fp16=80000, # 4-bit ~22 GB, still won't fit on 8 GB + local_path=model_dir, + vram_mb_fp16=80000, role="generator", ) assert updated == [] content = node_yaml.read_text() assert "hugemodel" not in content + + +def test_catalog_registration_model_base_path_remapped(tmp_path): + """When node has model_base_path, the entry uses the remapped path with GGUF filename.""" + from app import models as models_module + + model_dir = tmp_path / "org--ReMapped" + model_dir.mkdir() + (model_dir / "remapped-Q6_K.gguf").write_bytes(b"fake") + + node_yaml = tmp_path / "remapnode.yaml" + node_yaml.write_text( + "services:\n" + " cf-text:\n" + " max_mb: 8192\n" + " model_base_path: /custom/models\n" + " catalog:\n" + " placeholder:\n" + " path: /custom/models/placeholder/model.gguf\n" + " vram_mb: 100\n" + " description: placeholder\n", + encoding="utf-8", + ) + + with patch.object(models_module, "_CF_ORCH_PROFILES_DIR", tmp_path): + updated = models_module._register_in_node_catalogs( + repo_id="org/ReMapped", + local_path=model_dir, + vram_mb_fp16=4000, + role="generator", + ) + + assert "remapnode" in updated + content = node_yaml.read_text() + assert "/custom/models/org--ReMapped/remapped-Q6_K.gguf" in content diff --git a/web/package-lock.json b/web/package-lock.json index afc0e13..fcb581f 100644 --- a/web/package-lock.json +++ b/web/package-lock.json @@ -28,8 +28,8 @@ "jsdom": "^28.1.0", "typescript": "~5.9.3", "unocss": "^66.6.4", - "vite": "^7.3.1", - "vitest": "^4.0.18", + "vite": "^7.3.5", + "vitest": "^4.1.0", "vue-tsc": "^3.1.5" } }, @@ -334,9 +334,9 @@ } }, "node_modules/@esbuild/aix-ppc64": { - "version": "0.27.3", - "resolved": "https://registry.npmjs.org/@esbuild/aix-ppc64/-/aix-ppc64-0.27.3.tgz", - "integrity": "sha512-9fJMTNFTWZMh5qwrBItuziu834eOCUcEqymSH7pY+zoMVEZg3gcPuBNxH1EvfVYe9h0x/Ptw8KBzv7qxb7l8dg==", + "version": "0.28.1", + "resolved": "https://registry.npmjs.org/@esbuild/aix-ppc64/-/aix-ppc64-0.28.1.tgz", + "integrity": "sha512-Svl7tq8k/08+p6CXPpRjQ1fKX+1odH/BQbb48fV6fj3CWHhsoIOoY87w1oHXm0qEpkIK3ZfVgp0hed3XBXzXMQ==", "cpu": [ "ppc64" ], @@ -351,9 +351,9 @@ } }, "node_modules/@esbuild/android-arm": { - "version": "0.27.3", - "resolved": "https://registry.npmjs.org/@esbuild/android-arm/-/android-arm-0.27.3.tgz", - "integrity": "sha512-i5D1hPY7GIQmXlXhs2w8AWHhenb00+GxjxRncS2ZM7YNVGNfaMxgzSGuO8o8SJzRc/oZwU2bcScvVERk03QhzA==", + "version": "0.28.1", + "resolved": "https://registry.npmjs.org/@esbuild/android-arm/-/android-arm-0.28.1.tgz", + "integrity": "sha512-0k2F129Xdio1TdJfzJ8sy1Q47vUD2NnwdhiAf7drUN1EBTfPf4hsFCtmMgu/6m8JSzsBrlmVjudMBQqOfG8usQ==", "cpu": [ "arm" ], @@ -368,9 +368,9 @@ } }, "node_modules/@esbuild/android-arm64": { - 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"vite": "^7.3.1", - "vitest": "^4.0.18", + "vite": "^7.3.5", + "vitest": "^4.1.0", "vue-tsc": "^3.1.5" } }