task
stringclasses
3 values
language
stringclasses
1 value
instruction
stringlengths
151
4.14k
response
stringlengths
33
4.08k
source_file
stringclasses
31 values
function_name
stringlengths
3
35
class_name
stringclasses
14 values
line_start
int64
23
941
line_end
int64
32
953
license
stringclasses
1 value
source
stringclasses
1 value
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _eval_node(node: ast.AST) -> float: if isinstance(node, ast.Expression): return _eval_node(node.body) if isinstance(node, ast.Constant) and isinstance(node.value, (int, float)): return node.v...
if isinstance(node, ast.UnaryOp): value = _eval_node(node.operand) if isinstance(node.op, ast.UAdd): return value if isinstance(node.op, ast.USub): return -value raise ValueError("not an arithmetic expression")
calculator.py
_eval_node
null
51
68
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _normalise(text: str) -> str: out = text.lower() out = (out.replace("×", "*").replace("÷", "/").replace("−", "-") .replace("–", "-").replace("—", "-").replace("^", "**")) # "12 x 13" / "12x...
out = re.sub(r"(?<=\d)\s*[x×]\s*(?=\d)", "*", out) return out
calculator.py
_normalise
null
79
85
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _safe_result(expression: str) -> str | None: try: value = evaluate(expression) except (SyntaxError, ValueError, ZeroDivisionError, OverflowError): return None ```
if isinstance(value, complex) or not math.isfinite(value): return None return _fmt(value)
calculator.py
_safe_result
null
95
102
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def solve_math(text: str) -> str | None: """Return a short answer line, or None if this is not an arithmetic ask.""" low = _normalise(text) if _DATE.search(low) or any(w in low for w in _PHONE_WORDS): ...
expression = _strip_cues(low).replace(" ", "") cue = _has_cue(low) if _PURE.match(expression) and any(op in expression for op in "+-*/%") \ and any(ch.isdigit() for ch in expression): pass elif cue: found = _EXPR.findall(low) if not found: return None ...
calculator.py
solve_math
null
105
152
mit
SadikAI project
code_explanation
python
Explain what this Python function does. ```python def solve_math(text: str) -> str | None: """Return a short answer line, or None if this is not an arithmetic ask.""" low = _normalise(text) if _DATE.search(low) or any(w in low for w in _PHONE_WORDS): return None # square roots m = re.searc...
Return a short answer line, or None if this is not an arithmetic ask.
calculator.py
solve_math
null
105
152
mit
SadikAI project
code_generation
python
Write a Python function `solve_math(text: str)` that does the following: Return a short answer line, or None if this is not an arithmetic ask. Return only the Python code.
def solve_math(text: str) -> str | None: """Return a short answer line, or None if this is not an arithmetic ask.""" low = _normalise(text) if _DATE.search(low) or any(w in low for w in _PHONE_WORDS): return None # square roots m = re.search(r"(?:square root(?:\s+of)?|sqrt|√)\s*\(?\s*(\d+(?...
calculator.py
solve_math
null
105
152
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def show(reply) -> None: emo = reply.emotion mood = reply.mood.get("label", "?") print(f"\n{BOLD}{MODEL_NAME}{RESET} {DIM}[{reply.mode} · mood {mood} · " f"{emo.get('label', '?')} {emo.get('valence...
for artifact in reply.artifacts: print(f" {BOLD}saved{RESET} {artifact['name']}" f" {DIM}({artifact['path']}){RESET}") if reply.sources: for src in reply.sources: print(f" {DIM}source: {src['title']} — {src['url']}{RESET}") if reply.memories: print(f" {DI...
chat.py
show
null
27
40
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def main() -> None: ap = argparse.ArgumentParser(description=__doc__, formatter_class=argparse.RawDescriptionHelpFormatter) ap.add_argument("--checkpoint", default="runs/medium/b...
while True: try: line = input("\nyou › ").strip() except (EOFError, KeyboardInterrupt): print("\nbye.") break if not line: continue if line in {"/quit", "/exit", "/q"}: print("bye.") break if line == "/he...
chat.py
main
null
43
144
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def __init__( self, checkpoint: str | Path = "runs/medium/best.pt", tokenizer: str | Path = "tokenizer/tokenizer.json", memory_path: str | Path = "data/chat/memory.json", stat...
self.device = torch.device(device) self.memory = MemoryStore(memory_path) self.state_path = Path(state_path) self.mood = self._load_mood() self.web = web self.use_model = use_model self.rng = random.Random(seed) self.tok: Tokenizer | None = None se...
chat_engine.py
__init__
ChatEngine
146
171
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _load_model(self, checkpoint: str | Path, tokenizer: str | Path) -> None: checkpoint = ensure_weights(checkpoint) ckpt = torch.load(checkpoint, map_location=self.device, weights_only=False) ...
if any(k.startswith("_orig_mod.") for k in state): state = {k.replace("_orig_mod.", "", 1): v for k, v in state.items()} self.model.load_state_dict(state) self.model.to(self.device).eval() self.model_step = str(ckpt.get("step", "?")) self.tok = Tokenizer(tokenizer)
chat_engine.py
_load_model
ChatEngine
174
184
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _save(self) -> None: self.memory.save() self.state_path.parent.mkdir(parents=True, exist_ok=True) ```
payload = {"mood": self.mood.to_dict(), "saved": time.time()} self.state_path.write_text(json.dumps(payload, ensure_ascii=False, indent=1), encoding="utf-8")
chat_engine.py
_save
ChatEngine
195
200
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def respond(self, text: str) -> Reply: text = " ".join(text.split()).strip() if not text: raise ValueError("empty message") emotion = detect(text) self.mood.update(emotio...
if low.startswith("/learn"): reply = self._learn_reply(text) elif low in {"/topics", "topics", "/learn topics"}: reply = Reply(text=list_topics(), mode="learn") elif low in {"/about", "/creator", "/about me"}: reply = self._creator_reply(emotion) elif ...
chat_engine.py
respond
ChatEngine
203
260
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _recall(self, text: str, before: list[str]) -> list: hits = self.memory.recall(text, k=4) out = [] ```
for entry, score in hits: if entry.text == text or entry.kind == "fact": continue if entry.text in before: out.append((entry, score)) return out[:2]
chat_engine.py
_recall
ChatEngine
263
271
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _memory_reply(self, emotion: Emotion, recalled: list) -> Reply: profile = self.memory.profile() stats = self.memory.stats() if not profile and not recalled: return Reply( ...
sentences: list[str] = [] if profile: sentences.append("Here's what I remember: " + _profile_sentence(profile) + ".") if recalled: lines = "; ".join(f"“{_clip(e.text, 90)}”" for e, _ in recalled) sentences.append(f"I also remember you saying {lines}.") ...
chat_engine.py
_memory_reply
ChatEngine
277
296
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _web_reply(self, text: str, emotion: Emotion) -> Reply: results = search(text) if not results: return Reply( text="I looked, but couldn't find a clear answer. Try nami...
snippet = _two_sentences(top.snippet) lead = WEB_LEAD.get(emotion.label, WEB_LEAD["neutral"]) text_out = f"{lead}{snippet}" if len(results) > 1 and results[1].title.lower() != top.title.lower(): text_out += f" I also saw something about {results[1].title}." return Rep...
chat_engine.py
_web_reply
ChatEngine
384
406
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _weather_reply(self, text: str, emotion: Emotion) -> Reply: city = _extract_city(text) if not city: return Reply(text="Which city? Say something like 'weather in Delhi' " ...
if result is None: return Reply(text=f"I couldn't reach the weather service for {city}. " "Check the spelling, or try again in a minute.", mode="weather-miss") return Reply(text=result.snippet, mode="weather", source...
chat_engine.py
_weather_reply
ChatEngine
408
422
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _identity_reply(self, emotion: Emotion) -> Reply: who = self.memory.profile().get("name") hello = f"Hi {who}. " if who else "" ```
return Reply( text=f"{hello}I'm {MODEL_NAME} — a {PARAMS}-parameter local language " f"model made by {CREATOR_NAME} ({CREATOR_AGE}, {CREATOR_GRADE}). I was " f"trained here on English, Hindi, Hinglish and code. I have persistent " f"memory, a web lo...
chat_engine.py
_identity_reply
ChatEngine
432
443
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _learn_reply(self, text: str) -> Reply: topic = text[len("/learn"):].strip(" :—-") if not topic: return Reply(text=list_topics(), mode="learn") lesson = answer_knowledge(topic...
if lesson is None: return Reply( text=f"I don't have a lesson on '{topic}' yet. Try one of these:\n\n" + list_topics(), mode="learn", ) return Reply(text=lesson, mode="learn")
chat_engine.py
_learn_reply
ChatEngine
473
486
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _run_reply(self, text: str) -> Reply: language, code = extract_code(text) if not code.strip(): return Reply( text="Paste the code after /run, or send it in a ``` block...
result = run_code(code, language) return Reply(text=format_result(result), mode="run", note="executed locally with an 8s timeout")
chat_engine.py
_run_reply
ChatEngine
496
506
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _greeting_reply(self, emotion: Emotion) -> Reply: name = self.memory.profile().get("name") who = f" {name}" if name else "" mood = self.mood.label() ```
opener = self.rng.choice(["Hey", "Hello", "Hi"]) return Reply( text=f"{opener}{who}. I'm feeling {mood} right now — what's on your mind?", mode="greeting", )
chat_engine.py
_greeting_reply
ChatEngine
508
516
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _empathy_reply(self, text: str, emotion: Emotion, recalled: list) -> Reply: head = self.rng.choice(EMPATHY.get(emotion.label, EMPATHY["neutral"])) tail = self.rng.choice(FO...
if recalled: parts.append(f"Earlier you mentioned “{_clip(recalled[0][0].text, 80)}” — " f"is this connected?") elif 2 <= len(text.split()) <= 8 and emotion.label in {"joy", "love"}: parts.append(f"“{text.rstrip('!.?')}” — that's a good line.") pa...
chat_engine.py
_empathy_reply
ChatEngine
518
530
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _free_reply(self, text: str, emotion: Emotion, recalled: list) -> Reply: if self.use_model and len(text.split()) >= 12: generated = self._generate(text, max_new_tokens=45) if gene...
if recalled: return Reply( text=f"“{_clip(recalled[0][0].text, 80)}” — that connects to what " f"you just said. Tell me more.", mode="memory-chat", memories=[e.text for e, _ in recalled], ) return Reply(text=sel...
chat_engine.py
_free_reply
ChatEngine
532
546
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _creative_reply(self, text: str, emotion: Emotion) -> Reply: tale = answer_tale(text, self.memory.profile().get("name")) if tale is not None: return Reply(text=tale, mode="story", ...
prompt, seed_text = _creative_seed(text, low) generated = self._generate(prompt, max_new_tokens=90, temperature=max(0.7, self.mood.temperature())) if not generated or not _usable(generated, prompt): return Reply( text="My 7.9M brain ...
chat_engine.py
_creative_reply
ChatEngine
548
571
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _generate(self, prompt: str, max_new_tokens: int = 60, temperature: float | None = None) -> str: assert self.model is not None and self.tok is not None ids = self.tok.encode(pro...
with torch.no_grad(): out = self.model.generate( x, max_new_tokens=max_new_tokens, temperature=temperature if temperature is not None else self.mood.temperature(), top_k=50, top_p=0.92, repetition_penalty...
chat_engine.py
_generate
ChatEngine
574
593
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _profile_sentence(profile: dict[str, str]) -> str: parts: list[str] = [] name = profile.get("name") if name: parts.append(f"you're {name}") if profile.get("age"): parts.append(f"{prof...
extras: list[str] = [] if profile.get("likes"): extras.append(f"you like {profile['likes']}") if profile.get("dislikes"): extras.append(f"you don't like {profile['dislikes']}") if profile.get("work"): extras.append(f"you work as {profile['work']}") if profile.get("goal"): ...
chat_engine.py
_profile_sentence
null
603
624
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _extract_city(text: str) -> str: lower = " ".join(text.lower().split()) for hint in WEATHER_HINTS: lower = lower.replace(hint, " ") ```
lower = re.sub(r"\b(what|whats|what's|is|the|in|at|of|today|tomorrow|now|" r"kya|hai|ka|ki|ke|mein|me|aaj|kal|batao|please|tell|me)\b", " ", lower) words = [w for w in re.findall(r"[A-Za-z\u0900-\u097F]+", lower) if len(w) > 1] return " ".join(words[:3]).strip()
chat_engine.py
_extract_city
null
627
635
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _creative_hit(low: str) -> bool: """True for a real story/poem/code-generation ask. Plain substring matching would treat "history" as "story", so word-shaped hints use boundaries and inflections are lis...
if re.search( r"\b(story|stories|poem|poems|program|programs|programming|script|" r"scripts|function|functions|algorithm|algorithms)\b", low): return True return any(phrase in low for phrase in ( "write me", "write a", "code for", "kahani", "kavita", "shayari", "कहानी", "...
chat_engine.py
_creative_hit
null
638
651
mit
SadikAI project
code_explanation
python
Explain what this Python function does. ```python def _creative_hit(low: str) -> bool: """True for a real story/poem/code-generation ask. Plain substring matching would treat "history" as "story", so word-shaped hints use boundaries and inflections are listed explicitly. """ if re.search( ...
True for a real story/poem/code-generation ask.
chat_engine.py
_creative_hit
null
638
651
mit
SadikAI project
code_generation
python
Write a Python function `_creative_hit(low: str)` that does the following: True for a real story/poem/code-generation ask. Return only the Python code.
def _creative_hit(low: str) -> bool: """True for a real story/poem/code-generation ask. Plain substring matching would treat "history" as "story", so word-shaped hints use boundaries and inflections are listed explicitly. """ if re.search( r"\b(story|stories|poem|poems|program|programs|prog...
chat_engine.py
_creative_hit
null
638
651
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _creative_seed(text: str, low: str) -> tuple[str, str]: if "code" in low or "function" in low or "program" in low or "script" in low: return "def ", "" if "shayari" in low or "शायरी" in low or "poem"...
if re.search(r"[\u0900-\u097F]", text): return "एक समय की बात है", "" if "kahani" in low or "story" in low: return "Once upon a time", "" return text[:200], ""
chat_engine.py
_creative_seed
null
654
665
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _two_sentences(text: str) -> str: text = " ".join(text.split()) parts = re.split(r"(?<=[.!?।])\s+", text) ```
out = " ".join(parts[:2]).strip() return _clip(out, 360)
chat_engine.py
_two_sentences
null
668
672
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _clip(text: str, limit: int) -> str: text = " ".join(text.split()) if len(text) <= limit: return text ```
cut = text[:limit] if " " in cut: cut = cut.rsplit(" ", 1)[0] return cut + "…"
chat_engine.py
_clip
null
675
682
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _finish(text: str) -> str: text = text.replace("<|endoftext|>", " ").replace("<|pad|>", " ") text = " ".join(text.split()) ```
if not text: return text if text[-1] not in ".!?।\"'”’": text += "." return text[0].upper() + text[1:] if text[0].isalpha() else text
chat_engine.py
_finish
null
685
692
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _usable(text: str, prompt: str) -> bool: words = text.split() if len(words) < 4: return False letters = sum(ch.isalpha() or ch.isspace() or ch in ".,!?;:'\"-—" for ch in text) if letters / ma...
if len(set(lowered)) / max(1, len(lowered)) < 0.35: return False trigrams = Counter(tuple(lowered[i:i + 3]) for i in range(len(lowered) - 2)) if trigrams and max(trigrams.values()) >= 3: return False prompt_words = set(prompt.lower().split()) if prompt_words and len(prompt_words & se...
chat_engine.py
_usable
null
695
711
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _send(self, code: int, body: bytes, ctype: str) -> None: self.send_response(code) self.send_header("Content-Type", ctype) ```
self.send_header("Content-Length", str(len(body))) self.send_header("Cache-Control", "no-store") self.end_headers() self.wfile.write(body)
chat_server.py
_send
Handler
499
505
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def do_GET(self) -> None: # noqa: N802 path = urlparse(self.path).path if path in ("/", "/index.html"): self._send(200, PAGE.encode("utf-8"), "text/html; charset=utf-8") retu...
if path.startswith("/files/"): relative = unquote(path[len("/files/"):]) target = (GENERATED / relative).resolve() if GENERATED != target and GENERATED not in target.parents: self._json(404, {"error": "not found"}) return if not tar...
chat_server.py
do_GET
Handler
511
544
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def do_POST(self) -> None: # noqa: N802 path = urlparse(self.path).path length = int(self.headers.get("Content-Length") or 0) raw = self.rfile.read(length) if length else b"{}" try: ...
try: if path == "/api/chat": text = str(payload.get("text", "")).strip() if not text: self._json(400, {"error": "empty message"}) return with LOCK: ENGINE.web = bool(payload.get("web", True)) ...
chat_server.py
do_POST
Handler
546
581
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def main() -> None: global ENGINE ap = argparse.ArgumentParser(description=__doc__, formatter_class=argparse.RawDescriptionHelpFormatter) ap.add_argument("--checkpoint", defa...
ENGINE = ChatEngine( checkpoint=args.checkpoint, tokenizer=args.tokenizer, memory_path=Path(args.memory), state_path=Path(args.state), device=args.device, web=not args.no_web, use_model=not args.no_model, ) server = ThreadingHTTPServer((args.host, arg...
chat_server.py
main
null
584
623
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _write(path: Path, docs) -> tuple[int, int]: path.parent.mkdir(parents=True, exist_ok=True) count = 0 written = 0 ```
with path.open("w", encoding="utf-8", newline="\n") as fh: for text in docs: line = json.dumps({"text": text}, ensure_ascii=False) + "\n" fh.write(line) written += len(line.encode("utf-8")) count += 1 print(f" {path.name}: {count:,} docs, {written / MB:.2...
code_curriculum.py
_write
null
36
47
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _snippet_docs() -> list[str]: docs: list[str] = [] english = [ "Write {lang} code for {topic}.", "Show me a {lang} example of {topic}.", "Give me {lang} code for {topic}.", ] ...
for snippet in SNIPPETS: language = _pretty(snippet["language"]) topic = snippet["title"].rstrip(".!?") lang_key = snippet["language"].lower() for template in english[:3]: question = template.format(lang=language, topic=topic) docs.append( f"Q...
code_curriculum.py
_snippet_docs
null
57
105
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _trace_docs(limit: int = 4000) -> list[str]: """Execution traces for the operations a small model can actually learn.""" docs: list[str] = [] def add(question: str, answer: str, steps: str = "") -> None...
def is_prime(n: int) -> bool: if n < 2: return False for i in range(2, int(math.isqrt(n)) + 1): if n % i == 0: return False return True for n in range(1, 101): add(f"Is {n} a prime number?", "Yes" if is_prime(n) else "No", "Tes...
code_curriculum.py
_trace_docs
null
108
175
mit
SadikAI project
code_explanation
python
Explain what this Python function does. ```python def _trace_docs(limit: int = 4000) -> list[str]: """Execution traces for the operations a small model can actually learn.""" docs: list[str] = [] def add(question: str, answer: str, steps: str = "") -> None: body = f"Question: {question}\n" ...
Execution traces for the operations a small model can actually learn.
code_curriculum.py
_trace_docs
null
108
175
mit
SadikAI project
code_generation
python
Write a Python function `_trace_docs(limit: int=4000)` that does the following: Execution traces for the operations a small model can actually learn. Return only the Python code.
def _trace_docs(limit: int = 4000) -> list[str]: """Execution traces for the operations a small model can actually learn.""" docs: list[str] = [] def add(question: str, answer: str, steps: str = "") -> None: body = f"Question: {question}\n" if steps: body += f"Solution:\n{steps}...
code_curriculum.py
_trace_docs
null
108
175
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _docstring_docs(stdlib: Path, limit: int, max_bytes: int) -> list[str]: docs: list[str] = [] written = 0 skip_parts = {"test", "tests", "idlelib", "lib2to3", "tkinter", "site-packages",...
for path in sorted(stdlib.rglob("*.py")): if written >= max_bytes or len(docs) >= limit: break if any(part.lower() in skip_parts for part in path.parts): continue try: source = path.read_text(encoding="utf-8", errors="ignore") except OSError: ...
code_curriculum.py
_docstring_docs
null
178
227
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _source_docs(paths: list[Path], skip: set[str], cap: int) -> list[str]: docs: list[str] = [] written = 0 ```
for root in paths: if not root.exists(): continue for path in sorted(root.rglob("*")): if written >= cap: return docs if not path.is_file() or path.suffix.lower() not in TEXT_SUFFIXES: continue if any(part.lower() in ski...
code_curriculum.py
_source_docs
null
230
255
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def main() -> None: if hasattr(sys.stdout, "reconfigure"): sys.stdout.reconfigure(encoding="utf-8", errors="replace") ap = argparse.ArgumentParser(description=__doc__, fo...
doc_docs = _docstring_docs(stdlib, args.docstrings, int(args.docstring_mb * MB)) docs, size = _write(out / "stdlib.jsonl", doc_docs) total_docs += docs total_bytes += size if not args.skip_sources: node = shutil.which("node") js_roots = [] if n...
code_curriculum.py
main
null
258
306
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def extract_code(text: str) -> tuple[str, str]: """Return (language, code). Language is guessed when not supplied.""" fenced = FENCE.search(text) language = "" if fenced: language = (fenced.group...
if not language: low = code.lower() if "console.log" in low or "function " in low and "=>" in low: language = "javascript" elif "#include" in low: language = "cpp" elif low.lstrip().startswith(("select ", "insert ", "update ", "create ", ...
code_runner.py
extract_code
null
34
68
mit
SadikAI project
code_explanation
python
Explain what this Python function does. ```python def extract_code(text: str) -> tuple[str, str]: """Return (language, code). Language is guessed when not supplied.""" fenced = FENCE.search(text) language = "" if fenced: language = (fenced.group(1) or "").lower() code = fenced.group(2) ...
Return (language, code). Language is guessed when not supplied.
code_runner.py
extract_code
null
34
68
mit
SadikAI project
code_generation
python
Write a Python function `extract_code(text: str)` that does the following: Return (language, code). Language is guessed when not supplied. Return only the Python code.
def extract_code(text: str) -> tuple[str, str]: """Return (language, code). Language is guessed when not supplied.""" fenced = FENCE.search(text) language = "" if fenced: language = (fenced.group(1) or "").lower() code = fenced.group(2) else: code = text for prefix in...
code_runner.py
extract_code
null
34
68
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _split_sql(script: str) -> list[str]: """Split a SQL script on semicolons, ignoring quoted strings and comments.""" statements: list[str] = [] buffer: list[str] = [] quote = "" i = 0 ```
while i < len(script): ch = script[i] if quote: buffer.append(ch) if ch == quote: if i + 1 < len(script) and script[i + 1] == quote: buffer.append(script[i + 1]) i += 1 else: quote = "...
code_runner.py
_split_sql
null
71
107
mit
SadikAI project
code_explanation
python
Explain what this Python function does. ```python def _split_sql(script: str) -> list[str]: """Split a SQL script on semicolons, ignoring quoted strings and comments.""" statements: list[str] = [] buffer: list[str] = [] quote = "" i = 0 while i < len(script): ch = script[i] if q...
Split a SQL script on semicolons, ignoring quoted strings and comments.
code_runner.py
_split_sql
null
71
107
mit
SadikAI project
code_generation
python
Write a Python function `_split_sql(script: str)` that does the following: Split a SQL script on semicolons, ignoring quoted strings and comments. Return only the Python code.
def _split_sql(script: str) -> list[str]: """Split a SQL script on semicolons, ignoring quoted strings and comments.""" statements: list[str] = [] buffer: list[str] = [] quote = "" i = 0 while i < len(script): ch = script[i] if quote: buffer.append(ch) if ...
code_runner.py
_split_sql
null
71
107
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def run_sql(code: str, timeout: float = 8.0) -> dict: """Run a SQL script against a fresh in-memory SQLite database.""" connection = sqlite3.connect(":memory:") deadline = time.monotonic() + timeout expi...
try: for statement in _split_sql(code): cursor = connection.execute(statement) if cursor.description: columns = [d[0] for d in cursor.description] rows = cursor.fetchmany(200) lines.append(" | ".join(columns)) lines.appe...
code_runner.py
run_sql
null
110
151
mit
SadikAI project
code_explanation
python
Explain what this Python function does. ```python def run_sql(code: str, timeout: float = 8.0) -> dict: """Run a SQL script against a fresh in-memory SQLite database.""" connection = sqlite3.connect(":memory:") deadline = time.monotonic() + timeout expired = False def progress() -> int: no...
Run a SQL script against a fresh in-memory SQLite database.
code_runner.py
run_sql
null
110
151
mit
SadikAI project
code_generation
python
Write a Python function `run_sql(code: str, timeout: float=8.0)` that does the following: Run a SQL script against a fresh in-memory SQLite database. Return only the Python code.
def run_sql(code: str, timeout: float = 8.0) -> dict: """Run a SQL script against a fresh in-memory SQLite database.""" connection = sqlite3.connect(":memory:") deadline = time.monotonic() + timeout expired = False def progress() -> int: nonlocal expired if time.monotonic() > deadli...
code_runner.py
run_sql
null
110
151
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def run_code(code: str, language: str = "python", timeout: float = 8.0) -> dict: """Execute code in a temporary directory. Returns {ok, output, language}.""" code = code.strip() if not code: return {...
with tempfile.TemporaryDirectory(prefix="sadik_run_") as tmp: suffix = ".py" if language == "python" else ".js" path = Path(tmp) / f"snippet{suffix}" path.write_text(code, encoding="utf-8") command = [sys.executable, str(path)] if language == "python" else ["node", str(path)] ...
code_runner.py
run_code
null
154
191
mit
SadikAI project
code_explanation
python
Explain what this Python function does. ```python def run_code(code: str, language: str = "python", timeout: float = 8.0) -> dict: """Execute code in a temporary directory. Returns {ok, output, language}.""" code = code.strip() if not code: return {"ok": False, "output": "No code to run.", "languag...
Execute code in a temporary directory. Returns {ok, output, language}.
code_runner.py
run_code
null
154
191
mit
SadikAI project
code_generation
python
Write a Python function `run_code(code: str, language: str='python', timeout: float=8.0)` that does the following: Execute code in a temporary directory. Returns {ok, output, language}. Return only the Python code.
def run_code(code: str, language: str = "python", timeout: float = 8.0) -> dict: """Execute code in a temporary directory. Returns {ok, output, language}.""" code = code.strip() if not code: return {"ok": False, "output": "No code to run.", "language": language} if language == "sql": re...
code_runner.py
run_code
null
154
191
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def format_result(result: dict) -> str: language = {"python": "Python", "javascript": "JavaScript", "sql": "SQL", "cpp": "C++", "html": "HTML", "css": "CSS", "powershell": "PowerShell...
status = "ran" if result["ok"] else "failed" return f"Here's what {language} {status} on this PC:\n\n{result['output']}"
code_runner.py
format_result
null
194
200
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def main() -> None: ap = argparse.ArgumentParser(description=__doc__, formatter_class=argparse.RawDescriptionHelpFormatter) ap.add_argument("--code", required=True) ap.add_ar...
args = ap.parse_args() language, code = extract_code(args.code) if args.language: language = args.language.lower() result = run_code(code, language, args.timeout) print(format_result(result))
code_runner.py
main
null
203
215
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _iter_text_file(path: Path, chunk_chars: int = CHUNK_CHARS) -> Iterator[str]: """Group lines into ~chunk_chars documents, preferring paragraph breaks.""" buf: list[str] = [] size = 0 ```
with path.open("r", encoding="utf-8", errors="ignore") as fh: for line in fh: buf.append(line) size += len(line) if size >= chunk_chars and not line.strip(): doc = "".join(buf).strip() if doc: yield doc b...
data_sources.py
_iter_text_file
null
48
69
mit
SadikAI project
code_explanation
python
Explain what this Python function does. ```python def _iter_text_file(path: Path, chunk_chars: int = CHUNK_CHARS) -> Iterator[str]: """Group lines into ~chunk_chars documents, preferring paragraph breaks.""" buf: list[str] = [] size = 0 with path.open("r", encoding="utf-8", errors="ignore") as fh: ...
Group lines into ~chunk_chars documents, preferring paragraph breaks.
data_sources.py
_iter_text_file
null
48
69
mit
SadikAI project
code_generation
python
Write a Python function `_iter_text_file(path: Path, chunk_chars: int=CHUNK_CHARS)` that does the following: Group lines into ~chunk_chars documents, preferring paragraph breaks. Return only the Python code.
def _iter_text_file(path: Path, chunk_chars: int = CHUNK_CHARS) -> Iterator[str]: """Group lines into ~chunk_chars documents, preferring paragraph breaks.""" buf: list[str] = [] size = 0 with path.open("r", encoding="utf-8", errors="ignore") as fh: for line in fh: buf.append(line) ...
data_sources.py
_iter_text_file
null
48
69
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _iter_json_file(path: Path, text_key: str) -> Iterator[str]: try: with path.open("r", encoding="utf-8", errors="ignore") as fh: data = json.load(fh) except json.JSONDecodeError: r...
items = data if isinstance(data, list) else [data] for obj in items: if isinstance(obj, str): yield obj elif isinstance(obj, dict) and isinstance(obj.get(text_key), str): yield obj[text_key]
data_sources.py
_iter_json_file
null
96
107
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _iter_files(root: Path, text_key: str) -> Iterator[str]: if root.is_file(): files = [root] else: files = sorted( p for p in root.rglob("*") if p.is_file() and p.suffix.lower() in ...
if not files: raise FileNotFoundError( f"no text files found under {root!s} " f"(looked for {', '.join(sorted(TEXT_SUFFIXES))})" ) for path in files: suffix = path.suffix.lower() if suffix == ".jsonl": yield from _iter_jsonl_file(path, text_key...
data_sources.py
_iter_files
null
110
129
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _iter_hf( dataset: str, config: str | None, split: str, text_key: str, ) -> Iterator[str]: try: from datasets import load_dataset except ImportError as exc: # pragma: no cover ...
ds = load_dataset(dataset, config, split=split, streaming=True) for row in ds: if isinstance(row, dict): text = row.get(text_key) if isinstance(text, str) and text: yield text elif isinstance(row, str): yield row
data_sources.py
_iter_hf
null
132
152
mit
SadikAI project
code_explanation
python
Explain what this Python function does. ```python def _repeat_docs(path: Path, text_key: str, times: int) -> Iterator[str]: """Yield a directory's documents `times` times (true oversampling).""" for _ in range(max(1, times)): yield from _iter_files(path, text_key) ```
Yield a directory's documents `times` times (true oversampling).
data_sources.py
_repeat_docs
null
155
158
mit
SadikAI project
code_generation
python
Write a Python function `_repeat_docs(path: Path, text_key: str, times: int)` that does the following: Yield a directory's documents `times` times (true oversampling). Return only the Python code.
def _repeat_docs(path: Path, text_key: str, times: int) -> Iterator[str]: """Yield a directory's documents `times` times (true oversampling).""" for _ in range(max(1, times)): yield from _iter_files(path, text_key)
data_sources.py
_repeat_docs
null
155
158
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def iter_mixed_documents( root: str | Path, weights: dict[str, float], text_key: str = "text", max_bytes: int | None = None, ) -> Iterator[str]: """Interleave sub-directories of `root` and oversample...
if not streams: raise SystemExit(f"no weighted sub-directories found under {root}") cycle = list(streams) dead: set[str] = set() seen = 0 while len(dead) < len(streams): progressed = False for name in cycle: if name in dead: continue t...
data_sources.py
iter_mixed_documents
null
161
203
mit
SadikAI project
code_explanation
python
Explain what this Python function does. ```python def iter_mixed_documents( root: str | Path, weights: dict[str, float], text_key: str = "text", max_bytes: int | None = None, ) -> Iterator[str]: """Interleave sub-directories of `root` and oversample them by weight. `weights` maps a directory n...
Interleave sub-directories of `root` and oversample them by weight.
data_sources.py
iter_mixed_documents
null
161
203
mit
SadikAI project
code_generation
python
Write a Python function `iter_mixed_documents(root: str | Path, weights: dict[str, float], text_key: str='text', max_bytes: int | None=None)` that does the following: Interleave sub-directories of `root` and oversample them by weight. Return only the Python code.
def iter_mixed_documents( root: str | Path, weights: dict[str, float], text_key: str = "text", max_bytes: int | None = None, ) -> Iterator[str]: """Interleave sub-directories of `root` and oversample them by weight. `weights` maps a directory name to a repeat count, e.g. ``{"english": 1, "c...
data_sources.py
iter_mixed_documents
null
161
203
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _iter_synth(total_chars: int) -> Iterator[str]: """Deterministic pseudo-text; only for testing the pipeline end to end.""" alphabet = "abcdefghijklmnopqrstuvwxyz .,\n" import random rng = random.Ran...
written = 0 while written < total_chars: n = rng.randint(200, 800) doc = "".join(rng.choice(alphabet) for _ in range(n)).strip() if doc: yield doc written += len(doc)
data_sources.py
_iter_synth
null
206
218
mit
SadikAI project
code_explanation
python
Explain what this Python function does. ```python def _iter_synth(total_chars: int) -> Iterator[str]: """Deterministic pseudo-text; only for testing the pipeline end to end.""" alphabet = "abcdefghijklmnopqrstuvwxyz .,\n" import random rng = random.Random(1234) written = 0 while written < tota...
Deterministic pseudo-text; only for testing the pipeline end to end.
data_sources.py
_iter_synth
null
206
218
mit
SadikAI project
code_generation
python
Write a Python function `_iter_synth(total_chars: int)` that does the following: Deterministic pseudo-text; only for testing the pipeline end to end. Return only the Python code.
def _iter_synth(total_chars: int) -> Iterator[str]: """Deterministic pseudo-text; only for testing the pipeline end to end.""" alphabet = "abcdefghijklmnopqrstuvwxyz .,\n" import random rng = random.Random(1234) written = 0 while written < total_chars: n = rng.randint(200, 800) ...
data_sources.py
_iter_synth
null
206
218
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def iter_documents( source: str = "files", input_path: str | None = None, hf_dataset: str = "wikitext", hf_config: str | None = "wikitext-103-raw-v1", hf_split: str = "train", text_key: str = "te...
if source == "files": if not input_path: raise SystemExit("--input is required when --source files") stream = _iter_files(Path(input_path), text_key) elif source == "hf": stream = _iter_hf(hf_dataset, hf_config, hf_split, text_key) elif source == "synth": stream =...
data_sources.py
iter_documents
null
221
248
mit
SadikAI project
code_explanation
python
Explain what this Python function does. ```python def iter_documents( source: str = "files", input_path: str | None = None, hf_dataset: str = "wikitext", hf_config: str | None = "wikitext-103-raw-v1", hf_split: str = "train", text_key: str = "text", max_bytes: int | None = None, ) -> Iterat...
Yield documents until `max_bytes` of text has been produced (or EOF).
data_sources.py
iter_documents
null
221
248
mit
SadikAI project
code_generation
python
Write a Python function `iter_documents(source: str='files', input_path: str | None=None, hf_dataset: str='wikitext', hf_config: str | None='wikitext-103-raw-v1', hf_split: str='train', text_key: str='text', max_bytes: int | None=None)` that does the following: Yield documents until `max_bytes` of text has been produc...
def iter_documents( source: str = "files", input_path: str | None = None, hf_dataset: str = "wikitext", hf_config: str | None = "wikitext-103-raw-v1", hf_split: str = "train", text_key: str = "text", max_bytes: int | None = None, ) -> Iterator[str]: """Yield documents until `max_bytes` o...
data_sources.py
iter_documents
null
221
248
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def update(self, emotion: Emotion) -> None: rate = 0.35 self.valence = (1 - rate) * self.valence + rate * emotion.valence ```
self.arousal = (1 - rate) * self.arousal + rate * emotion.arousal self.energy = min(1.0, 0.9 * self.energy + 0.1 * (0.35 + 0.65 * emotion.arousal)) self.turns += 1 self.last_label = emotion.label
emotion.py
update
Mood
154
160
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def label(self) -> str: v = self.valence if v >= 0.30: base = "happy" elif v >= 0.10: base = "warm" elif v <= -0.30: base = "low" elif v <=...
if self.arousal >= 0.62 and base in {"happy", "calm", "warm"}: return f"{base} and energised" if self.arousal >= 0.62: return f"{base} and agitated" return base
emotion.py
label
Mood
162
178
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def is_greeting(text: str) -> bool: low = " ".join(WORD_RE.findall(text.lower())) if not low: return False ```
if low.strip() in GREETINGS: return True return any(p in low for p in GREETING_PHRASES)
emotion.py
is_greeting
null
193
199
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def detect(text: str) -> Emotion: tokens = [t.lower() for t in WORD_RE.findall(text)] if not tokens: return Emotion() scores: dict[str, float] = {k: 0.0 for k in LEXICON} hits: list[str] = [] ...
for phrase, (label, weight) in PHRASES.items(): if phrase in low: scores[label] += weight hits.append(phrase) pos = scores["joy"] + scores["love"] + scores["gratitude"] neg = scores["sadness"] + scores["anger"] + scores["fear"] total = pos + neg + scores["surprise"] * 0....
emotion.py
detect
null
202
266
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _dedupe(items: list[str]) -> list[str]: seen: set[str] = set() out: list[str] = [] ```
for item in items: key = item.lower() if key not in seen: seen.add(key) out.append(item) return out
emotion.py
_dedupe
null
274
282
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _copy(checkpoint: Path) -> Path: """Copy before loading so a trainer mid-write can't corrupt the read.""" temp = Path(tempfile.gettempdir()) / f"sadik_export_{checkpoint.name}" ```
shutil.copyfile(checkpoint, temp) return temp
export_release.py
_copy
null
536
540
mit
SadikAI project
code_explanation
python
Explain what this Python function does. ```python def _copy(checkpoint: Path) -> Path: """Copy before loading so a trainer mid-write can't corrupt the read.""" temp = Path(tempfile.gettempdir()) / f"sadik_export_{checkpoint.name}" shutil.copyfile(checkpoint, temp) return temp ```
Copy before loading so a trainer mid-write can't corrupt the read.
export_release.py
_copy
null
536
540
mit
SadikAI project
code_generation
python
Write a Python function `_copy(checkpoint: Path)` that does the following: Copy before loading so a trainer mid-write can't corrupt the read. Return only the Python code.
def _copy(checkpoint: Path) -> Path: """Copy before loading so a trainer mid-write can't corrupt the read.""" temp = Path(tempfile.gettempdir()) / f"sadik_export_{checkpoint.name}" shutil.copyfile(checkpoint, temp) return temp
export_release.py
_copy
null
536
540
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _zip(stage: Path, out_zip: Path) -> None: if out_zip.exists(): out_zip.unlink() ```
with zipfile.ZipFile(out_zip, "w", zipfile.ZIP_DEFLATED) as bundle: for path in sorted(stage.rglob("*")): if path.is_file() and "__pycache__" not in path.parts and path.suffix != ".pyc": bundle.write(path, path.relative_to(stage).as_posix())
export_release.py
_zip
null
556
562
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _write_checksums(stage: Path) -> None: """SHA-256 for every file in the release, so buyers can verify the unzip.""" lines = [] ```
for path in sorted(stage.rglob("*")): if path.is_file() and path.name != "SHA256SUMS" and "__pycache__" not in path.parts and path.suffix != ".pyc": lines.append(f"{_sha256(path)} {path.relative_to(stage).as_posix()}") _write(stage / "SHA256SUMS", "\n".join(lines) + "\n")
export_release.py
_write_checksums
null
565
571
mit
SadikAI project
code_explanation
python
Explain what this Python function does. ```python def _write_checksums(stage: Path) -> None: """SHA-256 for every file in the release, so buyers can verify the unzip.""" lines = [] for path in sorted(stage.rglob("*")): if path.is_file() and path.name != "SHA256SUMS" and "__pycache__" not in path.pa...
SHA-256 for every file in the release, so buyers can verify the unzip.
export_release.py
_write_checksums
null
565
571
mit
SadikAI project
code_generation
python
Write a Python function `_write_checksums(stage: Path)` that does the following: SHA-256 for every file in the release, so buyers can verify the unzip. Return only the Python code.
def _write_checksums(stage: Path) -> None: """SHA-256 for every file in the release, so buyers can verify the unzip.""" lines = [] for path in sorted(stage.rglob("*")): if path.is_file() and path.name != "SHA256SUMS" and "__pycache__" not in path.parts and path.suffix != ".pyc": lines.ap...
export_release.py
_write_checksums
null
565
571
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _find_manifest(folder: Path) -> Path: matches = sorted(folder.glob(f"*{MANIFEST_SUFFIX}")) if not matches: raise FileNotFoundError( f"No *{MANIFEST_SUFFIX} file found in {folder}. " ...
if len(matches) > 1: names = ", ".join(path.name for path in matches) raise ValueError( f"More than one split manifest found in {folder}: {names}. " "Keep only one release at a time, or pass --manifest." ) return matches[0]
join_release_zip.py
_find_manifest
null
41
54
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _load_manifest(path: Path) -> dict: try: manifest = json.loads(path.read_text(encoding="utf-8")) except (OSError, ValueError) as exc: raise ValueError(f"cannot read {path}: {exc}") from exc ...
if not isinstance(manifest.get("parts"), list) or not manifest["parts"]: raise ValueError(f"{path} has no parts") if not isinstance(manifest.get("size"), int) or manifest["size"] <= 0: raise ValueError(f"{path} has a bad total size") if not isinstance(manifest.get("sha256"), str): ra...
join_release_zip.py
_load_manifest
null
57
72
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def join_release(folder: Path, manifest_path: Path | None = None, *, verbose: bool = True) -> Path: folder = Path(folder) manifest_path = Path(manifest_path) if manifest_path else _find_manifest...
try: with temp.open("wb") as out: for part_path, part_size, part_sha in parts: actual_size = part_path.stat().st_size if actual_size != part_size: raise ValueError( f"{part_path} is {actual_size} bytes, expected {part_si...
join_release_zip.py
join_release
null
75
149
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def main() -> None: ap = argparse.ArgumentParser( description=__doc__, formatter_class=argparse.RawDescriptionHelpFormatter, ) ap.add_argument("--dir", type=Path, default=Path(__file__).resol...
ap.add_argument("--manifest", type=Path, default=None, help="exact manifest path, if the folder has more than one") args = ap.parse_args() try: join_release(args.dir, args.manifest) except (OSError, ValueError) as exc: raise SystemExit(f"error: {exc}") from exc
join_release_zip.py
main
null
152
165
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _load_manifest(path: Path) -> dict: try: manifest = json.loads(path.read_text(encoding="utf-8")) except (OSError, ValueError) as exc: raise ValueError(f"cannot read {path}: {exc}") from exc ...
if not isinstance(manifest.get("parts"), list) or not manifest["parts"]: raise ValueError(f"{path} has no parts") if not isinstance(manifest.get("size"), int) or not manifest["size"] > 0: raise ValueError(f"{path} has a bad total size") if not isinstance(manifest.get("sha256"), str): ...
join_weights.py
_load_manifest
null
43
56
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def ensure_weights(path: str | Path = "model/weights.pt", *, verbose: bool = True) -> Path: """Return a complete ``weights.pt``, joining split parts when needed. If no manifest exists next to ``path``, the file...
temp = target.parent / (target.name + ".joining") digest = hashlib.sha256() written = 0 if verbose: print(f"joining {len(parts)} weights parts -> {target}", file=sys.stderr) try: with temp.open("wb") as out: for part_path, part_size, part_sha in parts: ac...
join_weights.py
ensure_weights
null
59
144
mit
SadikAI project
code_explanation
python
Explain what this Python function does. ```python def ensure_weights(path: str | Path = "model/weights.pt", *, verbose: bool = True) -> Path: """Return a complete ``weights.pt``, joining split parts when needed. If no manifest exists next to ``path``, the file is returned unchanged when present (normal zi...
Return a complete ``weights.pt``, joining split parts when needed.
join_weights.py
ensure_weights
null
59
144
mit
SadikAI project
code_generation
python
Write a Python function `ensure_weights(path: str | Path='model/weights.pt', *, verbose: bool=True)` that does the following: Return a complete ``weights.pt``, joining split parts when needed. Return only the Python code.
def ensure_weights(path: str | Path = "model/weights.pt", *, verbose: bool = True) -> Path: """Return a complete ``weights.pt``, joining split parts when needed. If no manifest exists next to ``path``, the file is returned unchanged when present (normal zip release layout). If the file is missing or does n...
join_weights.py
ensure_weights
null
59
144
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def main() -> None: ap = argparse.ArgumentParser(description=__doc__, formatter_class=argparse.RawDescriptionHelpFormatter) ap.add_argument("--dir", type=Path, default=Path(__fil...
try: if args.check: if not target.exists(): raise FileNotFoundError(f"{target} is missing") if not manifest.exists(): raise FileNotFoundError(f"{manifest} is missing") data = _load_manifest(manifest) actual = sha256_file(target)...
join_weights.py
main
null
147
172
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def _hit(haystack: str, keyword: str) -> bool: keyword = keyword.lower().strip() if not keyword: return False ```
if " " in keyword or any(ord(ch) > 127 for ch in keyword): return keyword in haystack return re.search(rf"\b{re.escape(keyword)}\b", haystack) is not None
knowledge.py
_hit
null
890
896
mit
SadikAI project
code_completion
python
Complete the following Python code. Return only the continuation, preserving indentation. ```python def answer_knowledge(text: str) -> str | None: """Return a curated lesson for a learning question, or None.""" low = _normalise(text) if not low: return None first_aid_cues = ( "bleeding...
wants_explanation = any(hint in low for hint in INTENT_HINTS) best: Lesson | None = None best_score = 0.0 for lesson in LESSONS: score = 0.0 for keyword in lesson.keywords: if _hit(low, keyword): score += 1.0 + 0.5 * (len(keyword.split()) - 1) if score...
knowledge.py
answer_knowledge
null
899
938
mit
SadikAI project