mirror of
https://github.com/unslothai/unsloth
synced 2026-04-21 13:37:39 +00:00
Improve AI Assist: Update default model, model output parsing, logging, and dataset mapping UX (#4323)
* Strip <think> blocks from LLM assist model output * Add debug logging for raw LLM assist output * Quiet llama-server logs, use structlog in llm_assist * Fix think-tag stripping when response is inside tags * Remove debug logging of raw model output * Clarify GGUF download logs: show cache hit vs actual download * Clarify heuristic-detected mapping in UI text * Default helper model to Qwen3-4B-Instruct-2507 UD-Q4_K_XL * Remove package-lock.json from tracking, add to .gitignore * Auto-open mapping dialog on Start Training for custom_heuristic format * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Use last think block when extracting inner content (review feedback) * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
This commit is contained in:
Roland Tannous
GitHub
parent
11449208f4
commit
6d12a6b13b
6 changed files with 49 additions and 807 deletions
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||||||
"resolved": "https://registry.npmjs.org/@oxlint/binding-linux-x64-musl/-/binding-linux-x64-musl-1.51.0.tgz",
|
|
||||||
"integrity": "sha512-wD8HGTWhYBKXvRDvoBVB1y+fEYV01samhWQSy1Zkxq2vpezvMnjaFKRuiP6tBNITLGuffbNDEXOwcAhJ3gI5Ug==",
|
|
||||||
"cpu": [
|
|
||||||
"x64"
|
|
||||||
],
|
|
||||||
"license": "MIT",
|
|
||||||
"optional": true,
|
|
||||||
"os": [
|
|
||||||
"linux"
|
|
||||||
],
|
|
||||||
"engines": {
|
|
||||||
"node": "^20.19.0 || >=22.12.0"
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"node_modules/@oxlint/binding-openharmony-arm64": {
|
|
||||||
"version": "1.51.0",
|
|
||||||
"resolved": "https://registry.npmjs.org/@oxlint/binding-openharmony-arm64/-/binding-openharmony-arm64-1.51.0.tgz",
|
|
||||||
"integrity": "sha512-5NSwQ2hDEJ0GPXqikjWtwzgAQCsS7P9aLMNenjjKa+gknN3lTCwwwERsT6lKXSirfU3jLjexA2XQvQALh5h27w==",
|
|
||||||
"cpu": [
|
|
||||||
"arm64"
|
|
||||||
],
|
|
||||||
"license": "MIT",
|
|
||||||
"optional": true,
|
|
||||||
"os": [
|
|
||||||
"openharmony"
|
|
||||||
],
|
|
||||||
"engines": {
|
|
||||||
"node": "^20.19.0 || >=22.12.0"
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"node_modules/@oxlint/binding-win32-arm64-msvc": {
|
|
||||||
"version": "1.51.0",
|
|
||||||
"resolved": "https://registry.npmjs.org/@oxlint/binding-win32-arm64-msvc/-/binding-win32-arm64-msvc-1.51.0.tgz",
|
|
||||||
"integrity": "sha512-JEZyah1M0RHMw8d+jjSSJmSmO8sABA1J1RtrHYujGPeCkYg1NeH0TGuClpe2h5QtioRTaF57y/TZfn/2IFV6fA==",
|
|
||||||
"cpu": [
|
|
||||||
"arm64"
|
|
||||||
],
|
|
||||||
"license": "MIT",
|
|
||||||
"optional": true,
|
|
||||||
"os": [
|
|
||||||
"win32"
|
|
||||||
],
|
|
||||||
"engines": {
|
|
||||||
"node": "^20.19.0 || >=22.12.0"
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"node_modules/@oxlint/binding-win32-ia32-msvc": {
|
|
||||||
"version": "1.51.0",
|
|
||||||
"resolved": "https://registry.npmjs.org/@oxlint/binding-win32-ia32-msvc/-/binding-win32-ia32-msvc-1.51.0.tgz",
|
|
||||||
"integrity": "sha512-q3cEoKH6kwjz/WRyHwSf0nlD2F5Qw536kCXvmlSu+kaShzgrA0ojmh45CA81qL+7udfCaZL2SdKCZlLiGBVFlg==",
|
|
||||||
"cpu": [
|
|
||||||
"ia32"
|
|
||||||
],
|
|
||||||
"license": "MIT",
|
|
||||||
"optional": true,
|
|
||||||
"os": [
|
|
||||||
"win32"
|
|
||||||
],
|
|
||||||
"engines": {
|
|
||||||
"node": "^20.19.0 || >=22.12.0"
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"node_modules/@oxlint/binding-win32-x64-msvc": {
|
|
||||||
"version": "1.51.0",
|
|
||||||
"resolved": "https://registry.npmjs.org/@oxlint/binding-win32-x64-msvc/-/binding-win32-x64-msvc-1.51.0.tgz",
|
|
||||||
"integrity": "sha512-Q14+fOGb9T28nWF/0EUsYqERiRA7cl1oy4TJrGmLaqhm+aO2cV+JttboHI3CbdeMCAyDI1+NoSlrM7Melhp/cw==",
|
|
||||||
"cpu": [
|
|
||||||
"x64"
|
|
||||||
],
|
|
||||||
"license": "MIT",
|
|
||||||
"optional": true,
|
|
||||||
"os": [
|
|
||||||
"win32"
|
|
||||||
],
|
|
||||||
"engines": {
|
|
||||||
"node": "^20.19.0 || >=22.12.0"
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"node_modules/@tybys/wasm-util": {
|
|
||||||
"version": "0.10.1",
|
|
||||||
"resolved": "https://registry.npmjs.org/@tybys/wasm-util/-/wasm-util-0.10.1.tgz",
|
|
||||||
"integrity": "sha512-9tTaPJLSiejZKx+Bmog4uSubteqTvFrVrURwkmHixBo0G4seD0zUxp98E1DzUBJxLQ3NPwXrGKDiVjwx/DpPsg==",
|
|
||||||
"license": "MIT",
|
|
||||||
"optional": true,
|
|
||||||
"dependencies": {
|
|
||||||
"tslib": "^2.4.0"
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"node_modules/oxc-parser": {
|
|
||||||
"version": "0.116.0",
|
|
||||||
"resolved": "https://registry.npmjs.org/oxc-parser/-/oxc-parser-0.116.0.tgz",
|
|
||||||
"integrity": "sha512-ugEo6wwqaqCGcpi7GsLCwSkoD7gIXzvtdaTxE+mbrXFYazU5Q9YdpZdAj9z2b79i/xlv+uW2aAvyzGAlpUzhKQ==",
|
|
||||||
"license": "MIT",
|
|
||||||
"dependencies": {
|
|
||||||
"@oxc-project/types": "^0.116.0"
|
|
||||||
},
|
|
||||||
"engines": {
|
|
||||||
"node": "^20.19.0 || >=22.12.0"
|
|
||||||
},
|
|
||||||
"funding": {
|
|
||||||
"url": "https://github.com/sponsors/Boshen"
|
|
||||||
},
|
|
||||||
"optionalDependencies": {
|
|
||||||
"@oxc-parser/binding-android-arm-eabi": "0.116.0",
|
|
||||||
"@oxc-parser/binding-android-arm64": "0.116.0",
|
|
||||||
"@oxc-parser/binding-darwin-arm64": "0.116.0",
|
|
||||||
"@oxc-parser/binding-darwin-x64": "0.116.0",
|
|
||||||
"@oxc-parser/binding-freebsd-x64": "0.116.0",
|
|
||||||
"@oxc-parser/binding-linux-arm-gnueabihf": "0.116.0",
|
|
||||||
"@oxc-parser/binding-linux-arm-musleabihf": "0.116.0",
|
|
||||||
"@oxc-parser/binding-linux-arm64-gnu": "0.116.0",
|
|
||||||
"@oxc-parser/binding-linux-arm64-musl": "0.116.0",
|
|
||||||
"@oxc-parser/binding-linux-ppc64-gnu": "0.116.0",
|
|
||||||
"@oxc-parser/binding-linux-riscv64-gnu": "0.116.0",
|
|
||||||
"@oxc-parser/binding-linux-riscv64-musl": "0.116.0",
|
|
||||||
"@oxc-parser/binding-linux-s390x-gnu": "0.116.0",
|
|
||||||
"@oxc-parser/binding-linux-x64-gnu": "0.116.0",
|
|
||||||
"@oxc-parser/binding-linux-x64-musl": "0.116.0",
|
|
||||||
"@oxc-parser/binding-openharmony-arm64": "0.116.0",
|
|
||||||
"@oxc-parser/binding-wasm32-wasi": "0.116.0",
|
|
||||||
"@oxc-parser/binding-win32-arm64-msvc": "0.116.0",
|
|
||||||
"@oxc-parser/binding-win32-ia32-msvc": "0.116.0",
|
|
||||||
"@oxc-parser/binding-win32-x64-msvc": "0.116.0"
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"node_modules/oxlint": {
|
|
||||||
"version": "1.51.0",
|
|
||||||
"resolved": "https://registry.npmjs.org/oxlint/-/oxlint-1.51.0.tgz",
|
|
||||||
"integrity": "sha512-g6DNPaV9/WI9MoX2XllafxQuxwY1TV++j7hP8fTJByVBuCoVtm3dy9f/2vtH/HU40JztcgWF4G7ua+gkainklQ==",
|
|
||||||
"license": "MIT",
|
|
||||||
"bin": {
|
|
||||||
"oxlint": "bin/oxlint"
|
|
||||||
},
|
|
||||||
"engines": {
|
|
||||||
"node": "^20.19.0 || >=22.12.0"
|
|
||||||
},
|
|
||||||
"funding": {
|
|
||||||
"url": "https://github.com/sponsors/Boshen"
|
|
||||||
},
|
|
||||||
"optionalDependencies": {
|
|
||||||
"@oxlint/binding-android-arm-eabi": "1.51.0",
|
|
||||||
"@oxlint/binding-android-arm64": "1.51.0",
|
|
||||||
"@oxlint/binding-darwin-arm64": "1.51.0",
|
|
||||||
"@oxlint/binding-darwin-x64": "1.51.0",
|
|
||||||
"@oxlint/binding-freebsd-x64": "1.51.0",
|
|
||||||
"@oxlint/binding-linux-arm-gnueabihf": "1.51.0",
|
|
||||||
"@oxlint/binding-linux-arm-musleabihf": "1.51.0",
|
|
||||||
"@oxlint/binding-linux-arm64-gnu": "1.51.0",
|
|
||||||
"@oxlint/binding-linux-arm64-musl": "1.51.0",
|
|
||||||
"@oxlint/binding-linux-ppc64-gnu": "1.51.0",
|
|
||||||
"@oxlint/binding-linux-riscv64-gnu": "1.51.0",
|
|
||||||
"@oxlint/binding-linux-riscv64-musl": "1.51.0",
|
|
||||||
"@oxlint/binding-linux-s390x-gnu": "1.51.0",
|
|
||||||
"@oxlint/binding-linux-x64-gnu": "1.51.0",
|
|
||||||
"@oxlint/binding-linux-x64-musl": "1.51.0",
|
|
||||||
"@oxlint/binding-openharmony-arm64": "1.51.0",
|
|
||||||
"@oxlint/binding-win32-arm64-msvc": "1.51.0",
|
|
||||||
"@oxlint/binding-win32-ia32-msvc": "1.51.0",
|
|
||||||
"@oxlint/binding-win32-x64-msvc": "1.51.0"
|
|
||||||
},
|
|
||||||
"peerDependencies": {
|
|
||||||
"oxlint-tsgolint": ">=0.15.0"
|
|
||||||
},
|
|
||||||
"peerDependenciesMeta": {
|
|
||||||
"oxlint-tsgolint": {
|
|
||||||
"optional": true
|
|
||||||
}
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"node_modules/tslib": {
|
|
||||||
"version": "2.8.1",
|
|
||||||
"resolved": "https://registry.npmjs.org/tslib/-/tslib-2.8.1.tgz",
|
|
||||||
"integrity": "sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w==",
|
|
||||||
"license": "0BSD",
|
|
||||||
"optional": true
|
|
||||||
}
|
|
||||||
}
|
|
||||||
}
|
|
||||||
|
|
@ -366,7 +366,7 @@ class LlamaCppBackend:
|
||||||
line = line.rstrip()
|
line = line.rstrip()
|
||||||
if line:
|
if line:
|
||||||
self._stdout_lines.append(line)
|
self._stdout_lines.append(line)
|
||||||
logger.info(f"[llama-server] {line}")
|
logger.debug(f"[llama-server] {line}")
|
||||||
except (ValueError, OSError):
|
except (ValueError, OSError):
|
||||||
# Pipe closed — process is terminating
|
# Pipe closed — process is terminating
|
||||||
pass
|
pass
|
||||||
|
|
@ -500,13 +500,14 @@ class LlamaCppBackend:
|
||||||
except Exception as e:
|
except Exception as e:
|
||||||
logger.warning(f"Could not check disk space: {e}")
|
logger.warning(f"Could not check disk space: {e}")
|
||||||
|
|
||||||
logger.info(
|
gguf_label = f"{hf_repo}/{gguf_filename}" + (
|
||||||
f"Downloading GGUF: {hf_repo}/{gguf_filename}"
|
f" (+{len(gguf_extra_shards)} shards)" if gguf_extra_shards else ""
|
||||||
+ (f" (+{len(gguf_extra_shards)} shards)" if gguf_extra_shards else "")
|
|
||||||
)
|
)
|
||||||
|
logger.info(f"Resolving GGUF: {gguf_label}")
|
||||||
try:
|
try:
|
||||||
if self._cancel_event.is_set():
|
if self._cancel_event.is_set():
|
||||||
raise RuntimeError("Cancelled")
|
raise RuntimeError("Cancelled")
|
||||||
|
dl_start = time.monotonic()
|
||||||
local_path = hf_hub_download(
|
local_path = hf_hub_download(
|
||||||
repo_id = hf_repo,
|
repo_id = hf_repo,
|
||||||
filename = gguf_filename,
|
filename = gguf_filename,
|
||||||
|
|
@ -515,7 +516,7 @@ class LlamaCppBackend:
|
||||||
for shard in gguf_extra_shards:
|
for shard in gguf_extra_shards:
|
||||||
if self._cancel_event.is_set():
|
if self._cancel_event.is_set():
|
||||||
raise RuntimeError("Cancelled")
|
raise RuntimeError("Cancelled")
|
||||||
logger.info(f"Downloading GGUF shard: {shard}")
|
logger.info(f"Resolving GGUF shard: {shard}")
|
||||||
hf_hub_download(
|
hf_hub_download(
|
||||||
repo_id = hf_repo,
|
repo_id = hf_repo,
|
||||||
filename = shard,
|
filename = shard,
|
||||||
|
|
@ -532,7 +533,11 @@ class LlamaCppBackend:
|
||||||
f"Failed to download GGUF file '{gguf_filename}' from {hf_repo}: {e}"
|
f"Failed to download GGUF file '{gguf_filename}' from {hf_repo}: {e}"
|
||||||
)
|
)
|
||||||
|
|
||||||
logger.info(f"GGUF downloaded to: {local_path}")
|
dl_elapsed = time.monotonic() - dl_start
|
||||||
|
if dl_elapsed < 2.0:
|
||||||
|
logger.info(f"GGUF resolved from cache: {local_path}")
|
||||||
|
else:
|
||||||
|
logger.info(f"GGUF downloaded in {dl_elapsed:.1f}s: {local_path}")
|
||||||
return local_path
|
return local_path
|
||||||
|
|
||||||
def _download_mmproj(
|
def _download_mmproj(
|
||||||
|
|
|
||||||
|
|
@ -22,14 +22,40 @@ import time
|
||||||
from itertools import islice
|
from itertools import islice
|
||||||
from typing import Any, Optional
|
from typing import Any, Optional
|
||||||
|
|
||||||
logger = logging.getLogger(__name__)
|
from loggers import get_logger
|
||||||
|
|
||||||
DEFAULT_HELPER_MODEL_REPO = "Qwen/Qwen2.5-7B-Instruct-GGUF"
|
logger = get_logger(__name__)
|
||||||
DEFAULT_HELPER_MODEL_VARIANT = "Q8_0"
|
|
||||||
|
DEFAULT_HELPER_MODEL_REPO = "unsloth/Qwen3-4B-Instruct-2507-GGUF"
|
||||||
|
DEFAULT_HELPER_MODEL_VARIANT = "UD-Q4_K_XL"
|
||||||
|
|
||||||
README_MAX_CHARS = 1500
|
README_MAX_CHARS = 1500
|
||||||
|
|
||||||
|
|
||||||
|
def _strip_think_tags(text: str) -> str:
|
||||||
|
"""Strip <think>...</think> reasoning blocks emitted by some models.
|
||||||
|
|
||||||
|
If the model places its actual answer OUTSIDE the think block, we
|
||||||
|
discard the think block and keep the rest. If the entire response
|
||||||
|
is INSIDE a think block (nothing useful outside), we extract and
|
||||||
|
return the inner content instead of discarding everything.
|
||||||
|
"""
|
||||||
|
if "<think>" not in text:
|
||||||
|
return text
|
||||||
|
|
||||||
|
# Try stripping think blocks — keep content outside them
|
||||||
|
stripped = re.sub(r"<think>.*?</think>\s*", "", text, flags = re.DOTALL).strip()
|
||||||
|
if stripped:
|
||||||
|
return stripped
|
||||||
|
|
||||||
|
# Everything was inside <think> tags — extract the inner content of the last block
|
||||||
|
matches = re.findall(r"<think>(.*?)</think>", text, flags = re.DOTALL)
|
||||||
|
if matches:
|
||||||
|
return matches[-1].strip()
|
||||||
|
|
||||||
|
return text
|
||||||
|
|
||||||
|
|
||||||
def precache_helper_gguf():
|
def precache_helper_gguf():
|
||||||
"""
|
"""
|
||||||
Pre-download the helper GGUF to HF cache.
|
Pre-download the helper GGUF to HF cache.
|
||||||
|
|
@ -129,6 +155,7 @@ def _run_with_helper(prompt: str, max_tokens: int = 256) -> Optional[str]:
|
||||||
cumulative = text # cumulative — last value is full text
|
cumulative = text # cumulative — last value is full text
|
||||||
|
|
||||||
result = cumulative.strip()
|
result = cumulative.strip()
|
||||||
|
result = _strip_think_tags(result)
|
||||||
logger.info(f"Helper model response ({len(result)} chars)")
|
logger.info(f"Helper model response ({len(result)} chars)")
|
||||||
return result if result else None
|
return result if result else None
|
||||||
|
|
||||||
|
|
@ -399,7 +426,9 @@ def _generate_with_backend(backend, messages: list[dict], max_tokens: int = 512)
|
||||||
repetition_penalty = 1.0,
|
repetition_penalty = 1.0,
|
||||||
):
|
):
|
||||||
cumulative = text
|
cumulative = text
|
||||||
return cumulative.strip()
|
result = cumulative.strip()
|
||||||
|
result = _strip_think_tags(result)
|
||||||
|
return result
|
||||||
|
|
||||||
|
|
||||||
def fetch_hf_dataset_card(
|
def fetch_hf_dataset_card(
|
||||||
|
|
|
||||||
|
|
@ -155,7 +155,7 @@ export function DatasetMappingCard({
|
||||||
<div className="min-w-0">
|
<div className="min-w-0">
|
||||||
<p className="text-sm font-semibold tracking-tight">
|
<p className="text-sm font-semibold tracking-tight">
|
||||||
{mappingOk
|
{mappingOk
|
||||||
? autoDetected ? "Auto-detected mapping" : "Mapping ready"
|
? autoDetected ? "Heuristic-detected mapping" : "Mapping ready"
|
||||||
: "Map dataset columns"}
|
: "Map dataset columns"}
|
||||||
</p>
|
</p>
|
||||||
<p
|
<p
|
||||||
|
|
@ -168,7 +168,7 @@ export function DatasetMappingCard({
|
||||||
>
|
>
|
||||||
{mappingOk
|
{mappingOk
|
||||||
? autoDetected
|
? autoDetected
|
||||||
? "We auto-detected the column mapping below. You can change it using the dropdowns in the column headers, or use AI Assist for a smarter mapping strategy."
|
? "We auto-detected the column mapping below using heuristics. Please review and adjust using the dropdowns in the column headers, or use AI Assist for a smarter mapping."
|
||||||
: "Looks good. We'll convert this dataset automatically."
|
: "Looks good. We'll convert this dataset automatically."
|
||||||
: `Assign roles to columns using the dropdowns in the headers. At minimum, assign ${requiredLabel}.`}
|
: `Assign roles to columns using the dropdowns in the headers. At minimum, assign ${requiredLabel}.`}
|
||||||
</p>
|
</p>
|
||||||
|
|
|
||||||
|
|
@ -78,7 +78,8 @@ export function useTrainingActions() {
|
||||||
});
|
});
|
||||||
}
|
}
|
||||||
|
|
||||||
if (check.requires_manual_mapping && !hasManualMapping(config, isVlm, isAudio)) {
|
const needsReview = check.requires_manual_mapping || check.detected_format === "custom_heuristic";
|
||||||
|
if (needsReview && !hasManualMapping(config, isVlm, isAudio)) {
|
||||||
// Pre-fill from suggested_mapping or VLM detected columns
|
// Pre-fill from suggested_mapping or VLM detected columns
|
||||||
const hint: Record<string, string> = {};
|
const hint: Record<string, string> = {};
|
||||||
if (check.suggested_mapping) {
|
if (check.suggested_mapping) {
|
||||||
|
|
|
||||||
Loading…
Reference in a new issue