From f872ce5d31996808e801c7f5020d1e47cbf6dd73 Mon Sep 17 00:00:00 2001
From: Deep Joshi <deepensify@gmail.com>
Date: Wed, 10 Jun 2026 19:37:05 +0530
Subject: [PATCH 01/44] Update source URL and modify log file structure

---
 utils/arc_agi/adapter.py | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/utils/arc_agi/adapter.py b/utils/arc_agi/adapter.py
index c209569a3..a8af95c7e 100644
--- a/utils/arc_agi/adapter.py
+++ b/utils/arc_agi/adapter.py
@@ -11,8 +11,7 @@
 
 from every_eval_ever.helpers import SCHEMA_VERSION
 
-SOURCE_URL = "https://arcprize.org/media/data/leaderboard/evaluations.json"
-
+SOURCE_URL = "https://github.com/fchollet/ARC-AGI/tree/master/data"
 
 def make_source_data() -> dict:
     return {
@@ -307,9 +306,10 @@ def make_log(
 
 
 def write_log(log: dict, out_root: Path, developer: str, model: str) -> Path:
-    out_dir = out_root / "arc-agi" / developer / model
+    filename = uuid.uuid4()
+    out_dir = out_root / filename[0:2] / filename[2:4] 
     out_dir.mkdir(parents=True, exist_ok=True)
-    out_path = out_dir / f"{uuid.uuid4()}.json"
+    out_path = out_dir / f"{filename}.json"
     out_path.write_text(json.dumps(log, indent=2) + "\n", encoding="utf-8")
     return out_path
 

From b92fab59c4eeaae5d8d19f4981628e576b16685b Mon Sep 17 00:00:00 2001
From: Deep Joshi <deepensify@gmail.com>
Date: Wed, 10 Jun 2026 19:41:46 +0530
Subject: [PATCH 02/44] Fix UUID handling and improve log writing format

---
 utils/arc_agi/adapter.py | 9 ++++++---
 1 file changed, 6 insertions(+), 3 deletions(-)

diff --git a/utils/arc_agi/adapter.py b/utils/arc_agi/adapter.py
index a8af95c7e..4e8191a62 100644
--- a/utils/arc_agi/adapter.py
+++ b/utils/arc_agi/adapter.py
@@ -306,11 +306,14 @@ def make_log(
 
 
 def write_log(log: dict, out_root: Path, developer: str, model: str) -> Path:
-    filename = uuid.uuid4()
-    out_dir = out_root / filename[0:2] / filename[2:4] 
+    filename = str(uuid.uuid4())
+    out_dir = out_root / filename[:2] / filename[2:4]
     out_dir.mkdir(parents=True, exist_ok=True)
     out_path = out_dir / f"{filename}.json"
-    out_path.write_text(json.dumps(log, indent=2) + "\n", encoding="utf-8")
+    out_path.write_text(
+        json.dumps(log, indent=2) + "\n",
+        encoding="utf-8"
+    )
     return out_path
 
 

From 83007f4a562b90c8019da272b43e2291d5728f7d Mon Sep 17 00:00:00 2001
From: Deep Joshi <deepensify@gmail.com>
Date: Thu, 11 Jun 2026 18:33:25 +0530
Subject: [PATCH 03/44] added aggregate and instance level jsonl

---
 utils/arc_agi/adapter.py | 65 +++++++++++++++++++++++++++++++++++-----
 1 file changed, 57 insertions(+), 8 deletions(-)

diff --git a/utils/arc_agi/adapter.py b/utils/arc_agi/adapter.py
index 4e8191a62..ef35667b3 100644
--- a/utils/arc_agi/adapter.py
+++ b/utils/arc_agi/adapter.py
@@ -2,6 +2,7 @@
 from __future__ import annotations
 
 import argparse
+import hashlib
 import json
 import re
 import time
@@ -11,7 +12,8 @@
 
 from every_eval_ever.helpers import SCHEMA_VERSION
 
-SOURCE_URL = "https://github.com/fchollet/ARC-AGI/tree/master/data"
+SOURCE_URL = "https://arcprize.org/media/data/leaderboard/evaluations.json"
+
 
 def make_source_data() -> dict:
     return {
@@ -306,14 +308,61 @@ def make_log(
 
 
 def write_log(log: dict, out_root: Path, developer: str, model: str) -> Path:
-    filename = str(uuid.uuid4())
-    out_dir = out_root / filename[:2] / filename[2:4]
+    out_dir = out_root / "arc-agi" / developer / model
     out_dir.mkdir(parents=True, exist_ok=True)
-    out_path = out_dir / f"{filename}.json"
-    out_path.write_text(
-        json.dumps(log, indent=2) + "\n",
-        encoding="utf-8"
-    )
+    uuid_str = str(uuid.uuid4())
+    out_path = out_dir / f"{uuid_str}.json"
+    
+    content_str = json.dumps(log, indent=2) + "\n"
+    content_bytes = content_str.encode("utf-8")
+    out_path.write_bytes(content_bytes)
+
+    size_bytes = len(content_bytes)
+    sha256 = hashlib.sha256(content_bytes).hexdigest()
+    
+    try:
+        legacy_path = out_path.relative_to(out_root.parent).as_posix()
+    except ValueError:
+        legacy_path = f"data/arc-agi/{developer}/{model}/{uuid_str}.json"
+
+    object_path = f"flat/objects/{uuid_str[:2]}/{uuid_str[2:4]}/{uuid_str}.json"
+
+    aggregate_record = {
+        "benchmark": "arc-agi",
+        "eval_schema_version": SCHEMA_VERSION,
+        "legacy_path": legacy_path,
+        "object_path": object_path,
+        "object_uuid": uuid_str,
+        "record_type": "aggregate",
+        "sha256": sha256,
+        "size_bytes": size_bytes
+    }
+
+    instance_record = {
+        "benchmark": "arc-agi",
+        "eval_schema_version": SCHEMA_VERSION,
+        "instance_object_path": None,
+        "instance_sha256": None,
+        "instance_size_bytes": None,
+        "legacy_path": legacy_path,
+        "object_path": object_path,
+        "object_uuid": uuid_str,
+        "record_type": "aggregate",
+        "sha256": sha256,
+        "size_bytes": size_bytes
+    }
+
+    index_dir = out_dir / "indexes" / "by_collection" / "arc-agi"
+    index_dir.mkdir(parents=True, exist_ok=True)
+
+    aggregate_index_path = index_dir / "aggregate.jsonl"
+    with open(aggregate_index_path, "a", encoding="utf-8") as f:
+        f.write(json.dumps(aggregate_record) + "\n")
+
+    instance_index_path = index_dir / "instance_level.jsonl"
+    with open(instance_index_path, "a", encoding="utf-8") as f:
+        f.write(json.dumps(instance_record) + "\n")
+
     return out_path
 
 

From fa4896824d819eba9735b570e8f7f2ef3bc4fc0d Mon Sep 17 00:00:00 2001
From: Deep Joshi <deepensify@gmail.com>
Date: Thu, 11 Jun 2026 18:40:17 +0530
Subject: [PATCH 04/44] Refactor log writing to use UUID filename segments

---
 utils/arc_agi/adapter.py | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/utils/arc_agi/adapter.py b/utils/arc_agi/adapter.py
index ef35667b3..b9c4ff43e 100644
--- a/utils/arc_agi/adapter.py
+++ b/utils/arc_agi/adapter.py
@@ -308,10 +308,10 @@ def make_log(
 
 
 def write_log(log: dict, out_root: Path, developer: str, model: str) -> Path:
-    out_dir = out_root / "arc-agi" / developer / model
+    filename = str(uuid.uuid4())
+    out_dir = out_root / filename[:2] / filename[2:4]
     out_dir.mkdir(parents=True, exist_ok=True)
-    uuid_str = str(uuid.uuid4())
-    out_path = out_dir / f"{uuid_str}.json"
+    out_path = out_dir / f"{filename}.json"
     
     content_str = json.dumps(log, indent=2) + "\n"
     content_bytes = content_str.encode("utf-8")
@@ -323,16 +323,16 @@ def write_log(log: dict, out_root: Path, developer: str, model: str) -> Path:
     try:
         legacy_path = out_path.relative_to(out_root.parent).as_posix()
     except ValueError:
-        legacy_path = f"data/arc-agi/{developer}/{model}/{uuid_str}.json"
+        legacy_path = f"data/arc-agi/{developer}/{model}/{filename}.json"
 
-    object_path = f"flat/objects/{uuid_str[:2]}/{uuid_str[2:4]}/{uuid_str}.json"
+    object_path = f"flat/objects/{filename[:2]}/{filename[2:4]}/{filename}.json"
 
     aggregate_record = {
         "benchmark": "arc-agi",
         "eval_schema_version": SCHEMA_VERSION,
         "legacy_path": legacy_path,
         "object_path": object_path,
-        "object_uuid": uuid_str,
+        "object_uuid": filename,
         "record_type": "aggregate",
         "sha256": sha256,
         "size_bytes": size_bytes
@@ -346,13 +346,13 @@ def write_log(log: dict, out_root: Path, developer: str, model: str) -> Path:
         "instance_size_bytes": None,
         "legacy_path": legacy_path,
         "object_path": object_path,
-        "object_uuid": uuid_str,
+        "object_uuid": filename,
         "record_type": "aggregate",
         "sha256": sha256,
         "size_bytes": size_bytes
     }
 
-    index_dir = out_dir / "indexes" / "by_collection" / "arc-agi"
+    index_dir = out_root / "indexes" / "by_collection" / "arc-agi"
     index_dir.mkdir(parents=True, exist_ok=True)
 
     aggregate_index_path = index_dir / "aggregate.jsonl"

From 0b094257696910bff3e6ebf52bcc765ccdf6afd8 Mon Sep 17 00:00:00 2001
From: Deep Joshi <deepensify@gmail.com>
Date: Fri, 19 Jun 2026 11:45:01 +0530
Subject: [PATCH 05/44] Add script to run and manage Every Eval Ever adapters

This script runs all Every Eval Ever adapters, manages their execution, and uploads results to Hugging Face.
---
 utils/scripts/run_adapters.py | 262 ++++++++++++++++++++++++++++++++++
 1 file changed, 262 insertions(+)
 create mode 100644 utils/scripts/run_adapters.py

diff --git a/utils/scripts/run_adapters.py b/utils/scripts/run_adapters.py
new file mode 100644
index 000000000..d945c0bdb
--- /dev/null
+++ b/utils/scripts/run_adapters.py
@@ -0,0 +1,262 @@
+import argparse
+import datetime
+import json
+import os
+import re
+import shutil
+import subprocess
+import time
+import urllib.request
+from pathlib import Path
+from huggingface_hub import HfApi, hf_hub_download
+from huggingface_hub.utils import EntryNotFoundError
+
+REPO_ID = "evaleval/EEE_datastore"
+REPO_TYPE = "dataset"
+DATA_DIR = Path("data")
+STATS_FILE = DATA_DIR / "adapter_stats.json"
+REPORT_FILE = DATA_DIR / "run_report.json"
+UTILS_DIR = Path("utils")
+HEAVY_TIME_S = 60
+HEAVY_SIZE_MB = 50
+
+def get_dir_size_mb(path: Path) -> float:
+    total = 0
+    if not path.exists():
+        return 0.0
+    for f in path.rglob('*'):
+        if f.is_file():
+            total += f.stat().st_size
+    return total / (1024 * 1024)
+
+def download_hf_json(filename: str, default: dict) -> dict:
+    try:
+        path = hf_hub_download(repo_id=REPO_ID, filename=filename, repo_type=REPO_TYPE)
+        with open(path, "r", encoding="utf-8") as f:
+            return json.load(f)
+    except EntryNotFoundError:
+        return default
+    except Exception as e:
+        print(f"Warning: Could not download {filename} from HF, using default. ({e})")
+        return default
+
+def download_file(url: str, output: Path):
+    req = urllib.request.Request(url, headers={'User-Agent': 'every-eval-ever adapter runner'})
+    with urllib.request.urlopen(req, timeout=60) as response, open(output, 'wb') as out_file:
+        shutil.copyfileobj(response, out_file)
+
+def is_stale(adapter: str, stats: dict) -> bool:
+    adapter_stat = stats.get(adapter, {})
+    last_success = adapter_stat.get("last_success_ts", 0)
+    days_since_success = (time.time() - last_success) / 86400
+    if days_since_success >= 7:
+        return True
+    
+    if adapter_stat.get("last_failed", False):
+        return True
+        
+    return False
+
+def get_input_requirement(adapter_path: Path):
+    content = adapter_path.read_text(encoding="utf-8")
+    
+    requires_json = re.search(r'add_argument\s*\(\s*["\']--input-json["\'].*?required=True', content, re.DOTALL) is not None
+    requires_input_csv = re.search(r'add_argument\s*\(\s*["\']--input-csv["\'].*?required=True', content, re.DOTALL) is not None
+    requires_just_csv = re.search(r'add_argument\s*\(\s*["\']--csv["\'].*?required=True', content, re.DOTALL) is not None
+    requires_csv = requires_input_csv or requires_just_csv
+    
+    arg_name = None
+    if requires_json:
+        arg_name = "--input-json"
+    elif requires_input_csv:
+        arg_name = "--input-csv"
+    elif requires_just_csv:
+        arg_name = "--csv"
+            
+    url = None
+    if requires_json or requires_csv:
+        url_match = re.search(r'(?:SOURCE(?:_CSV)?_URL|RESULTS_CSV_URL)\s*=\s*["\'](http[^"\']+)["\']', content)
+        if url_match:
+            url = url_match.group(1)
+
+    return requires_json, requires_csv, url, arg_name
+
+def main():
+    parser = argparse.ArgumentParser(description="Run all Every Eval Ever adapters robustly.")
+    parser.add_argument("--dry-run", action="store_true", help="Do not upload to Hugging Face")
+    args = parser.parse_args()
+
+    DATA_DIR.mkdir(exist_ok=True)
+    
+    stats = download_hf_json("adapter_stats.json", {})
+    last_report = download_hf_json("run_report.json", {})
+
+    today = datetime.datetime.now()
+    is_sunday = today.weekday() == 6
+    
+    today_str = today.strftime("%Y-%m-%d")
+    current_report = {
+        "date": today_str,
+        "adapters": {}
+    }
+
+    adapters = [d.name for d in UTILS_DIR.iterdir() if d.is_dir() and (d / "adapter.py").exists()]
+    
+    for adapter in sorted(adapters):
+        adapter_stat = stats.get(adapter, {})
+        time_s = adapter_stat.get("time_s", 0)
+        size_mb = adapter_stat.get("size_mb", 0)
+        
+        is_heavy = time_s > HEAVY_TIME_S or size_mb > HEAVY_SIZE_MB
+        stale = is_stale(adapter, stats)
+        
+        if is_heavy and not is_sunday and not stale:
+            print(f"Skipping heavy adapter {adapter} (runs on Sundays or when stale)")
+            continue
+            
+        print(f"\n--- Running adapter: {adapter} ---")
+        
+        adapter_path = UTILS_DIR / adapter / "adapter.py"
+        requires_json, requires_csv, url, arg_name = get_input_requirement(adapter_path)
+        
+        adapter_data_dir = DATA_DIR / adapter
+        if adapter_data_dir.exists():
+            shutil.rmtree(adapter_data_dir)
+            
+        adapter_data_dir.mkdir(parents=True, exist_ok=True)
+            
+        cmd = ["uv", "run", "python", "-m", f"utils.{adapter}.adapter"]
+        
+        content = adapter_path.read_text(encoding="utf-8")
+        if "--output-dir" in content:
+            cmd.extend(["--output-dir", str(adapter_data_dir)])
+            
+        if "--from-hf" in content:
+            cmd.append("--from-hf")
+        
+        tmp_file = None
+        try:
+            if (requires_json or requires_csv) and not url:
+                print(f"Skipping adapter {adapter} because it requires {arg_name} but no URL was found in the script.")
+                continue
+
+            if requires_json and url:
+                tmp_file = DATA_DIR / f"{adapter}_input.json"
+                print(f"Downloading required JSON input from {url}")
+                download_file(url, tmp_file)
+                cmd.extend([arg_name, str(tmp_file)])
+            elif requires_csv and url:
+                tmp_file = DATA_DIR / f"{adapter}_input.csv"
+                print(f"Downloading required CSV input from {url}")
+                download_file(url, tmp_file)
+                cmd.extend([arg_name, str(tmp_file)])
+                
+            start_t = time.time()
+            res = subprocess.run(cmd, capture_output=True, text=True)
+            elapsed = time.time() - start_t
+            
+            if res.returncode != 0:
+                print(f"Execution FAILED for {adapter}:\n{res.stderr}")
+                stats.setdefault(adapter, {})["last_failed"] = True
+                current_report["adapters"][adapter] = {
+                    "execution_failed": True,
+                    "error": res.stderr[-500:]
+                }
+                continue
+            
+            print(f"Execution succeeded in {elapsed:.2f}s")
+            
+            # Validation
+            print("Validating outputs...")
+            val_cmd = ["uv", "run", "python", "-m", "every_eval_ever", "validate", "--format", "json", str(adapter_data_dir)]
+            val_res = subprocess.run(val_cmd, capture_output=True, text=True)
+            
+            try:
+                out_str = val_res.stdout.strip()
+                idx = out_str.find('[')
+                if idx != -1:
+                    val_data = json.loads(out_str[idx:])
+                else:
+                    val_data = []
+            except json.JSONDecodeError as e:
+                print(f"Failed to parse validation JSON for {adapter}: {e}")
+                print(f"Stdout was: {val_res.stdout}")
+                val_data = []
+            
+            valid_files = 0
+            failed_files = 0
+            errors_list = []
+            
+            for f_report in val_data:
+                if f_report.get("valid"):
+                    valid_files += 1
+                else:
+                    failed_files += 1
+                    errs = f_report.get("errors", [])
+                    errors_list.extend(errs)
+                    
+                    invalid_f = Path(f_report.get("file"))
+                    if invalid_f.exists():
+                        invalid_f.unlink()
+            
+            print(f"Validation: {valid_files} valid, {failed_files} failed")
+            
+            dir_size_mb = get_dir_size_mb(adapter_data_dir)
+            
+            stats.setdefault(adapter, {}).update({
+                "time_s": elapsed,
+                "size_mb": dir_size_mb,
+                "last_success_ts": time.time(),
+                "last_failed": False
+            })
+            
+            current_report["adapters"][adapter] = {
+                "execution_failed": False,
+                "valid_files": valid_files,
+                "failed_files": failed_files,
+                "errors": errors_list
+            }
+            
+        except Exception as e:
+            print(f"Exception during {adapter} processing: {e}")
+            stats.setdefault(adapter, {})["last_failed"] = True
+            current_report["adapters"][adapter] = {
+                "execution_failed": True,
+                "error": str(e)
+            }
+        finally:
+            if tmp_file and tmp_file.exists():
+                tmp_file.unlink()
+
+    with open(STATS_FILE, "w", encoding="utf-8") as f:
+        json.dump(stats, f, indent=2)
+        
+    with open(REPORT_FILE, "w", encoding="utf-8") as f:
+        json.dump(current_report, f, indent=2)
+
+    if not args.dry_run:
+        print("Uploading to Hugging Face...")
+        api = HfApi()
+        try:
+            api.upload_folder(
+                folder_path=str(DATA_DIR),
+                path_in_repo="data",
+                repo_id=REPO_ID,
+                repo_type=REPO_TYPE,
+                commit_message=f"[Submission] Auto-run adapters {today_str}",
+                commit_description="Automated cron run of every-eval-ever adapters.",
+                create_pr=True
+            )
+            print("Upload complete!")
+        except Exception as e:
+            print(f"Upload failed: {e}")
+
+if __name__ == "__main__":
+    main()
+
+
+# RUN WITH
+# $env:HF_TOKEN="your_huggingface_token_here"
+# $env:ARTIFICIAL_ANALYSIS_API_KEY="your_artificial_analysis_api_key_here"
+# $env:LLM_STATS_API_KEY="your_llm_stats_api_key_here"
+# uv run python scripts/run_adapters.py

From 42618d6977119719554e17263c9a5811987ecce1 Mon Sep 17 00:00:00 2001
From: Deep Joshi <deepensify@gmail.com>
Date: Sat, 20 Jun 2026 22:08:29 +0530
Subject: [PATCH 06/44] Refactor run_adapters.py for repo ID and upload changes

Updated the repository ID and modified the upload process to use upload_large_folder. Added checks for input requirements and improved error handling during adapter processing.
---
 utils/scripts/run_adapters.py | 40 +++++++++++++++++++++--------------
 1 file changed, 24 insertions(+), 16 deletions(-)

diff --git a/utils/scripts/run_adapters.py b/utils/scripts/run_adapters.py
index d945c0bdb..5bf621da8 100644
--- a/utils/scripts/run_adapters.py
+++ b/utils/scripts/run_adapters.py
@@ -1,3 +1,5 @@
+#!/usr/bin/env python3
+
 import argparse
 import datetime
 import json
@@ -11,12 +13,14 @@
 from huggingface_hub import HfApi, hf_hub_download
 from huggingface_hub.utils import EntryNotFoundError
 
-REPO_ID = "evaleval/EEE_datastore"
+REPO_ID = "deeplumiere/EEE_datastore"
 REPO_TYPE = "dataset"
 DATA_DIR = Path("data")
 STATS_FILE = DATA_DIR / "adapter_stats.json"
 REPORT_FILE = DATA_DIR / "run_report.json"
 UTILS_DIR = Path("utils")
+
+# Heuristics
 HEAVY_TIME_S = 60
 HEAVY_SIZE_MB = 50
 
@@ -60,6 +64,7 @@ def is_stale(adapter: str, stats: dict) -> bool:
 def get_input_requirement(adapter_path: Path):
     content = adapter_path.read_text(encoding="utf-8")
     
+    # Check if --input-json or --input-csv or --csv is REQUIRED
     requires_json = re.search(r'add_argument\s*\(\s*["\']--input-json["\'].*?required=True', content, re.DOTALL) is not None
     requires_input_csv = re.search(r'add_argument\s*\(\s*["\']--input-csv["\'].*?required=True', content, re.DOTALL) is not None
     requires_just_csv = re.search(r'add_argument\s*\(\s*["\']--csv["\'].*?required=True', content, re.DOTALL) is not None
@@ -75,6 +80,7 @@ def get_input_requirement(adapter_path: Path):
             
     url = None
     if requires_json or requires_csv:
+        # Find URL. Try SOURCE_URL, SOURCE_CSV_URL, or any other obvious data URL
         url_match = re.search(r'(?:SOURCE(?:_CSV)?_URL|RESULTS_CSV_URL)\s*=\s*["\'](http[^"\']+)["\']', content)
         if url_match:
             url = url_match.group(1)
@@ -86,14 +92,17 @@ def main():
     parser.add_argument("--dry-run", action="store_true", help="Do not upload to Hugging Face")
     args = parser.parse_args()
 
+    # Create data dir
     DATA_DIR.mkdir(exist_ok=True)
     
+    # Download existing state
     stats = download_hf_json("adapter_stats.json", {})
     last_report = download_hf_json("run_report.json", {})
 
     today = datetime.datetime.now()
     is_sunday = today.weekday() == 6
     
+    # We will build a new report for today
     today_str = today.strftime("%Y-%m-%d")
     current_report = {
         "date": today_str,
@@ -120,6 +129,7 @@ def main():
         requires_json, requires_csv, url, arg_name = get_input_requirement(adapter_path)
         
         adapter_data_dir = DATA_DIR / adapter
+        # Clean previous run data if any
         if adapter_data_dir.exists():
             shutil.rmtree(adapter_data_dir)
             
@@ -127,6 +137,7 @@ def main():
             
         cmd = ["uv", "run", "python", "-m", f"utils.{adapter}.adapter"]
         
+        # Only pass --output-dir if the adapter script mentions it
         content = adapter_path.read_text(encoding="utf-8")
         if "--output-dir" in content:
             cmd.extend(["--output-dir", str(adapter_data_dir)])
@@ -171,8 +182,11 @@ def main():
             val_cmd = ["uv", "run", "python", "-m", "every_eval_ever", "validate", "--format", "json", str(adapter_data_dir)]
             val_res = subprocess.run(val_cmd, capture_output=True, text=True)
             
+            # Even if val_res fails (which it will if any file is invalid), it outputs JSON
             try:
+                # the validate command might print other stuff? we'll try to extract JSON
                 out_str = val_res.stdout.strip()
+                # find the first [
                 idx = out_str.find('[')
                 if idx != -1:
                     val_data = json.loads(out_str[idx:])
@@ -194,15 +208,17 @@ def main():
                     failed_files += 1
                     errs = f_report.get("errors", [])
                     errors_list.extend(errs)
-                    
+                    # Delete invalid file
                     invalid_f = Path(f_report.get("file"))
                     if invalid_f.exists():
                         invalid_f.unlink()
             
             print(f"Validation: {valid_files} valid, {failed_files} failed")
             
+            # Size measurement
             dir_size_mb = get_dir_size_mb(adapter_data_dir)
             
+            # Update stats
             stats.setdefault(adapter, {}).update({
                 "time_s": elapsed,
                 "size_mb": dir_size_mb,
@@ -214,7 +230,7 @@ def main():
                 "execution_failed": False,
                 "valid_files": valid_files,
                 "failed_files": failed_files,
-                "errors": errors_list
+                "errors": errors_list[:50] # save up to 50 errors in report
             }
             
         except Exception as e:
@@ -228,24 +244,23 @@ def main():
             if tmp_file and tmp_file.exists():
                 tmp_file.unlink()
 
+    # Save stats and report
     with open(STATS_FILE, "w", encoding="utf-8") as f:
         json.dump(stats, f, indent=2)
         
     with open(REPORT_FILE, "w", encoding="utf-8") as f:
         json.dump(current_report, f, indent=2)
 
+    # Upload to HF
     if not args.dry_run:
         print("Uploading to Hugging Face...")
         api = HfApi()
         try:
-            api.upload_folder(
-                folder_path=str(DATA_DIR),
-                path_in_repo="data",
+            api.upload_large_folder(
                 repo_id=REPO_ID,
+                folder_path=".",
                 repo_type=REPO_TYPE,
-                commit_message=f"[Submission] Auto-run adapters {today_str}",
-                commit_description="Automated cron run of every-eval-ever adapters.",
-                create_pr=True
+                allow_patterns=["data/**"]
             )
             print("Upload complete!")
         except Exception as e:
@@ -253,10 +268,3 @@ def main():
 
 if __name__ == "__main__":
     main()
-
-
-# RUN WITH
-# $env:HF_TOKEN="your_huggingface_token_here"
-# $env:ARTIFICIAL_ANALYSIS_API_KEY="your_artificial_analysis_api_key_here"
-# $env:LLM_STATS_API_KEY="your_llm_stats_api_key_here"
-# uv run python scripts/run_adapters.py

From 162f85da6f04fbf0f915f25ece704bd0cf8d17b2 Mon Sep 17 00:00:00 2001
From: Deep Joshi <deepensify@gmail.com>
Date: Sat, 20 Jun 2026 22:14:36 +0530
Subject: [PATCH 07/44] First Run of Adapter Cron

---
 .github/workflows/adapter_cronjob.yml | 38 +++++++++++++++++++++++++++
 1 file changed, 38 insertions(+)
 create mode 100644 .github/workflows/adapter_cronjob.yml

diff --git a/.github/workflows/adapter_cronjob.yml b/.github/workflows/adapter_cronjob.yml
new file mode 100644
index 000000000..34b51e1f4
--- /dev/null
+++ b/.github/workflows/adapter_cronjob.yml
@@ -0,0 +1,38 @@
+name: Adapters Cron
+
+on:
+  schedule:
+    - cron: '0 0 * * *'
+  workflow_dispatch:
+
+jobs:
+  run-adapters:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+
+      - name: Install uv
+        uses: astral-sh/setup-uv@v5
+        with:
+          enable-cache: true
+          cache-dependency-glob: "uv.lock"
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version-file: "pyproject.toml"
+
+      - name: Install dependencies
+        run: uv sync --locked --all-extras
+
+      - name: Run Adapters Orchestrator
+        env:
+          HF_TOKEN: ${{ secrets.HF_TOKEN }}
+          OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
+          ARTIFICIAL_ANALYSIS_API_KEY: ${{ secrets.ARTIFICIAL_ANALYSIS_API_KEY }}
+          KAGGLE_USERNAME: ${{ secrets.KAGGLE_USERNAME }}
+          KAGGLE_KEY: ${{ secrets.KAGGLE_KEY }}
+          LLM_STATS_API_KEY: ${{ secrets.LLM_STATS_API_KEY }}
+        # UPDATED PATH: Pointing to utils/scripts/run_adapters.py
+        run: uv run python utils/scripts/run_adapters.py

From 2e2b85c8ffab2e29843751e9c2c2cff74e32bad1 Mon Sep 17 00:00:00 2001
From: Deep Joshi <deepensify@gmail.com>
Date: Sat, 20 Jun 2026 22:40:21 +0530
Subject: [PATCH 08/44] Add environment to adapter cronjob workflow

---
 .github/workflows/adapter_cronjob.yml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.github/workflows/adapter_cronjob.yml b/.github/workflows/adapter_cronjob.yml
index 34b51e1f4..876609fa2 100644
--- a/.github/workflows/adapter_cronjob.yml
+++ b/.github/workflows/adapter_cronjob.yml
@@ -8,6 +8,7 @@ on:
 jobs:
   run-adapters:
     runs-on: ubuntu-latest
+    environment: adapter_cron
     steps:
       - name: Checkout repository
         uses: actions/checkout@v4

From ed82ecb990b6744e8f927e5814a07c216da81f2a Mon Sep 17 00:00:00 2001
From: Deep Joshi <deepensify@gmail.com>
Date: Sun, 21 Jun 2026 09:46:06 +0530
Subject: [PATCH 09/44] Enhance filename sanitization in io.py

Sanitize filenames to avoid issues with Hugging Face Hub by replacing invalid characters and handling names starting with 'x00'.
---
 every_eval_ever/helpers/io.py | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/every_eval_ever/helpers/io.py b/every_eval_ever/helpers/io.py
index 88ac19730..8e2c1d2fa 100644
--- a/every_eval_ever/helpers/io.py
+++ b/every_eval_ever/helpers/io.py
@@ -21,7 +21,12 @@ def sanitize_filename(name: str) -> str:
         Sanitized string safe for filesystem use
     """
     # Replace characters invalid on Windows/Unix filesystems
-    return re.sub(r'[<>:"/\\|?*]', '_', name)
+    name = re.sub(r'[<>:"/\\|?*]', '_', name)
+    # Hugging Face Hub blocks paths containing "/x00". If a name starts with x00,
+    # it will create a /x00 in the path when joined.
+    if name.startswith("x00"):
+        name = "x_00" + name[3:]
+    return name
 
 
 def generate_output_path(

From 9cbffab058c0c4bc75ad0c76ffb25b35644bca17 Mon Sep 17 00:00:00 2001
From: Deep Joshi <deepensify@gmail.com>
Date: Sun, 21 Jun 2026 14:47:43 +0530
Subject: [PATCH 10/44] Fix upload function to use upload_folder

---
 utils/scripts/run_adapters.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/utils/scripts/run_adapters.py b/utils/scripts/run_adapters.py
index 5bf621da8..670fbc374 100644
--- a/utils/scripts/run_adapters.py
+++ b/utils/scripts/run_adapters.py
@@ -256,15 +256,15 @@ def main():
         print("Uploading to Hugging Face...")
         api = HfApi()
         try:
-            api.upload_large_folder(
+            api.upload_folder(
                 repo_id=REPO_ID,
                 folder_path=".",
                 repo_type=REPO_TYPE,
-                allow_patterns=["data/**"]
+                allow_patterns=["data/**"],
+                create_pr=True 
             )
             print("Upload complete!")
         except Exception as e:
             print(f"Upload failed: {e}")
-
 if __name__ == "__main__":
     main()

From 6dbe1afccd57f1e7a33a94e078700f214eb0dc4d Mon Sep 17 00:00:00 2001
From: Deep Joshi <deepensify@gmail.com>
Date: Tue, 30 Jun 2026 11:46:03 +0530
Subject: [PATCH 11/44] Change cron schedule to run weekly on Sundays

---
 .github/workflows/adapter_cronjob.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/adapter_cronjob.yml b/.github/workflows/adapter_cronjob.yml
index 876609fa2..c1419d09d 100644
--- a/.github/workflows/adapter_cronjob.yml
+++ b/.github/workflows/adapter_cronjob.yml
@@ -2,7 +2,7 @@ name: Adapters Cron
 
 on:
   schedule:
-    - cron: '0 0 * * *'
+    - cron: '0 0 * * 0'
   workflow_dispatch:
 
 jobs:

From 2595b8926edb376173b2097e3457eec72ed9e983 Mon Sep 17 00:00:00 2001
From: Deep Joshi <deepensify@gmail.com>
Date: Tue, 30 Jun 2026 11:48:54 +0530
Subject: [PATCH 12/44] Update repository ID and add revision parameter

---
 utils/scripts/run_adapters.py | 44 +++++++++++++++++------------------
 1 file changed, 22 insertions(+), 22 deletions(-)

diff --git a/utils/scripts/run_adapters.py b/utils/scripts/run_adapters.py
index 670fbc374..fd6ac270d 100644
--- a/utils/scripts/run_adapters.py
+++ b/utils/scripts/run_adapters.py
@@ -13,7 +13,7 @@
 from huggingface_hub import HfApi, hf_hub_download
 from huggingface_hub.utils import EntryNotFoundError
 
-REPO_ID = "deeplumiere/EEE_datastore"
+REPO_ID = "evaleval/EEE_datastore"
 REPO_TYPE = "dataset"
 DATA_DIR = Path("data")
 STATS_FILE = DATA_DIR / "adapter_stats.json"
@@ -33,9 +33,9 @@ def get_dir_size_mb(path: Path) -> float:
             total += f.stat().st_size
     return total / (1024 * 1024)
 
-def download_hf_json(filename: str, default: dict) -> dict:
+def download_hf_json(filename: str, default: dict, revision: str = "main") -> dict:
     try:
-        path = hf_hub_download(repo_id=REPO_ID, filename=filename, repo_type=REPO_TYPE)
+        path = hf_hub_download(repo_id=REPO_ID, filename=filename, repo_type=REPO_TYPE, revision=revision)
         with open(path, "r", encoding="utf-8") as f:
             return json.load(f)
     except EntryNotFoundError:
@@ -95,12 +95,25 @@ def main():
     # Create data dir
     DATA_DIR.mkdir(exist_ok=True)
     
+    api = HfApi()
+    existing_pr = None
+    try:
+        prs = api.get_repo_discussions(repo_id=REPO_ID, repo_type=REPO_TYPE)
+        for p in prs:
+            if p.is_pull_request and p.status == 'open' and p.title == "Automated Adapter Data Update":
+                existing_pr = p
+                break
+    except Exception as e:
+        print(f"Warning: Could not fetch PRs: {e}")
+
+    revision = f"refs/pr/{existing_pr.num}" if existing_pr else "main"
+
     # Download existing state
-    stats = download_hf_json("adapter_stats.json", {})
-    last_report = download_hf_json("run_report.json", {})
+    stats = download_hf_json("data/adapter_stats.json", {}, revision=revision)
+    last_report = download_hf_json("data/run_report.json", {}, revision=revision)
 
     today = datetime.datetime.now()
-    is_sunday = today.weekday() == 6
+    is_monthly_run = today.day <= 7 # Runs weekly, so this is true once a month
     
     # We will build a new report for today
     today_str = today.strftime("%Y-%m-%d")
@@ -119,8 +132,8 @@ def main():
         is_heavy = time_s > HEAVY_TIME_S or size_mb > HEAVY_SIZE_MB
         stale = is_stale(adapter, stats)
         
-        if is_heavy and not is_sunday and not stale:
-            print(f"Skipping heavy adapter {adapter} (runs on Sundays or when stale)")
+        if is_heavy and not is_monthly_run and not stale:
+            print(f"Skipping heavy adapter {adapter} (runs monthly or when stale)")
             continue
             
         print(f"\n--- Running adapter: {adapter} ---")
@@ -254,17 +267,4 @@ def main():
     # Upload to HF
     if not args.dry_run:
         print("Uploading to Hugging Face...")
-        api = HfApi()
-        try:
-            api.upload_folder(
-                repo_id=REPO_ID,
-                folder_path=".",
-                repo_type=REPO_TYPE,
-                allow_patterns=["data/**"],
-                create_pr=True 
-            )
-            print("Upload complete!")
-        except Exception as e:
-            print(f"Upload failed: {e}")
-if __name__ == "__main__":
-    main()
+        # api is already initialized earlier

From 7d38126b0b33c85187ceb9f74b90dec154e292b2 Mon Sep 17 00:00:00 2001
From: Deep Joshi <deepensify@gmail.com>
Date: Tue, 30 Jun 2026 12:00:43 +0530
Subject: [PATCH 13/44] Update run_adapters.py

---
 utils/scripts/run_adapters.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/utils/scripts/run_adapters.py b/utils/scripts/run_adapters.py
index fd6ac270d..0385c4910 100644
--- a/utils/scripts/run_adapters.py
+++ b/utils/scripts/run_adapters.py
@@ -21,8 +21,8 @@
 UTILS_DIR = Path("utils")
 
 # Heuristics
-HEAVY_TIME_S = 60
-HEAVY_SIZE_MB = 50
+HEAVY_TIME_S = 120
+HEAVY_SIZE_MB = 512
 
 def get_dir_size_mb(path: Path) -> float:
     total = 0

From 5c025cebcb45beb3b5664a150e274a3fd887c338 Mon Sep 17 00:00:00 2001
From: Deep Joshi <deepensify@gmail.com>
Date: Tue, 30 Jun 2026 12:12:55 +0530
Subject: [PATCH 14/44] Update run_adapters.py

---
 utils/scripts/run_adapters.py | 56 +++++++++++++++++++++++++----------
 1 file changed, 41 insertions(+), 15 deletions(-)

diff --git a/utils/scripts/run_adapters.py b/utils/scripts/run_adapters.py
index 0385c4910..0816f16a0 100644
--- a/utils/scripts/run_adapters.py
+++ b/utils/scripts/run_adapters.py
@@ -13,7 +13,7 @@
 from huggingface_hub import HfApi, hf_hub_download
 from huggingface_hub.utils import EntryNotFoundError
 
-REPO_ID = "evaleval/EEE_datastore"
+REPO_ID = "deeplumiere/EEE_datastore"
 REPO_TYPE = "dataset"
 DATA_DIR = Path("data")
 STATS_FILE = DATA_DIR / "adapter_stats.json"
@@ -21,8 +21,8 @@
 UTILS_DIR = Path("utils")
 
 # Heuristics
-HEAVY_TIME_S = 120
-HEAVY_SIZE_MB = 512
+HEAVY_TIME_S = 60
+HEAVY_SIZE_MB = 50
 
 def get_dir_size_mb(path: Path) -> float:
     total = 0
@@ -95,25 +95,29 @@ def main():
     # Create data dir
     DATA_DIR.mkdir(exist_ok=True)
     
+    # Initialize API and check for existing PR
     api = HfApi()
-    existing_pr = None
-    try:
-        prs = api.get_repo_discussions(repo_id=REPO_ID, repo_type=REPO_TYPE)
-        for p in prs:
-            if p.is_pull_request and p.status == 'open' and p.title == "Automated Adapter Data Update":
-                existing_pr = p
-                break
-    except Exception as e:
-        print(f"Warning: Could not fetch PRs: {e}")
-
+    print("Checking for existing PRs...")
+    prs = api.get_repo_discussions(repo_id=REPO_ID, repo_type=REPO_TYPE)
+    existing_pr = next((pr for pr in prs if getattr(pr, "is_pull_request", False) and pr.status == "open" and pr.title == "Automated Adapter Data Update"), None)
+    
     revision = f"refs/pr/{existing_pr.num}" if existing_pr else "main"
+    if existing_pr:
+        print(f"Found existing PR #{existing_pr.num}. Using revision {revision} for state.")
 
     # Download existing state
+    # Try data/ prefix first, fallback to root
     stats = download_hf_json("data/adapter_stats.json", {}, revision=revision)
+    if not stats:
+        stats = download_hf_json("adapter_stats.json", {}, revision=revision)
+        
     last_report = download_hf_json("data/run_report.json", {}, revision=revision)
+    if not last_report:
+        last_report = download_hf_json("run_report.json", {}, revision=revision)
 
     today = datetime.datetime.now()
-    is_monthly_run = today.day <= 7 # Runs weekly, so this is true once a month
+    is_sunday = today.weekday() == 6
+    is_monthly_run = today.day <= 7
     
     # We will build a new report for today
     today_str = today.strftime("%Y-%m-%d")
@@ -267,4 +271,26 @@ def main():
     # Upload to HF
     if not args.dry_run:
         print("Uploading to Hugging Face...")
-        # api is already initialized earlier
+        try:
+            upload_kwargs = {
+                "repo_id": REPO_ID,
+                "folder_path": ".",
+                "repo_type": REPO_TYPE,
+                "allow_patterns": ["data/**"],
+                "commit_message": "Automated Adapter Data Update",
+                "commit_description": "Data update from GitHub Actions"
+            }
+            if existing_pr:
+                print(f"Updating existing PR #{existing_pr.num}")
+                upload_kwargs["revision"] = f"refs/pr/{existing_pr.num}"
+                upload_kwargs["create_pr"] = False
+            else:
+                print("Creating new PR")
+                upload_kwargs["create_pr"] = True
+                
+            api.upload_folder(**upload_kwargs)
+            print("Upload complete!")
+        except Exception as e:
+            print(f"Upload failed: {e}")
+if __name__ == "__main__":
+    main()

From 1a7ba4cef2de4ba3a42bae9c7f02321e5faf8178 Mon Sep 17 00:00:00 2001
From: Deep Joshi <deepensify@gmail.com>
Date: Tue, 30 Jun 2026 12:31:29 +0530
Subject: [PATCH 15/44] Update run_adapters.py

---
 utils/scripts/run_adapters.py | 60 +++++++++++++++++++++++++----------
 1 file changed, 44 insertions(+), 16 deletions(-)

diff --git a/utils/scripts/run_adapters.py b/utils/scripts/run_adapters.py
index 0816f16a0..1c183ec9f 100644
--- a/utils/scripts/run_adapters.py
+++ b/utils/scripts/run_adapters.py
@@ -98,8 +98,21 @@ def main():
     # Initialize API and check for existing PR
     api = HfApi()
     print("Checking for existing PRs...")
+    try:
+        current_user = api.whoami().get("name")
+    except Exception as e:
+        print(f"Failed to get current user: {e}")
+        current_user = None
+
     prs = api.get_repo_discussions(repo_id=REPO_ID, repo_type=REPO_TYPE)
-    existing_pr = next((pr for pr in prs if getattr(pr, "is_pull_request", False) and pr.status == "open" and pr.title == "Automated Adapter Data Update"), None)
+    open_prs = [
+        pr for pr in prs 
+        if getattr(pr, "is_pull_request", False) 
+        and pr.status == "open"
+        and (pr.author == current_user if current_user else True)
+    ]
+    
+    existing_pr = max(open_prs, key=lambda x: x.num) if open_prs else None
     
     revision = f"refs/pr/{existing_pr.num}" if existing_pr else "main"
     if existing_pr:
@@ -154,6 +167,14 @@ def main():
             
         cmd = ["uv", "run", "python", "-m", f"utils.{adapter}.adapter"]
         
+        # Prepare environment for adapter with every_eval_ever in PYTHONPATH
+        env = os.environ.copy()
+        eee_path = str(Path("every_eval_ever").absolute())
+        if "PYTHONPATH" in env:
+            env["PYTHONPATH"] = f"{eee_path}{os.pathsep}{env['PYTHONPATH']}"
+        else:
+            env["PYTHONPATH"] = eee_path
+
         # Only pass --output-dir if the adapter script mentions it
         content = adapter_path.read_text(encoding="utf-8")
         if "--output-dir" in content:
@@ -180,7 +201,7 @@ def main():
                 cmd.extend([arg_name, str(tmp_file)])
                 
             start_t = time.time()
-            res = subprocess.run(cmd, capture_output=True, text=True)
+            res = subprocess.run(cmd, capture_output=True, text=True, env=env)
             elapsed = time.time() - start_t
             
             if res.returncode != 0:
@@ -197,7 +218,7 @@ def main():
             # Validation
             print("Validating outputs...")
             val_cmd = ["uv", "run", "python", "-m", "every_eval_ever", "validate", "--format", "json", str(adapter_data_dir)]
-            val_res = subprocess.run(val_cmd, capture_output=True, text=True)
+            val_res = subprocess.run(val_cmd, capture_output=True, text=True, env=env)
             
             # Even if val_res fails (which it will if any file is invalid), it outputs JSON
             try:
@@ -272,23 +293,30 @@ def main():
     if not args.dry_run:
         print("Uploading to Hugging Face...")
         try:
-            upload_kwargs = {
-                "repo_id": REPO_ID,
-                "folder_path": ".",
-                "repo_type": REPO_TYPE,
-                "allow_patterns": ["data/**"],
-                "commit_message": "Automated Adapter Data Update",
-                "commit_description": "Data update from GitHub Actions"
-            }
             if existing_pr:
                 print(f"Updating existing PR #{existing_pr.num}")
-                upload_kwargs["revision"] = f"refs/pr/{existing_pr.num}"
-                upload_kwargs["create_pr"] = False
+                pr_num = existing_pr.num
             else:
-                print("Creating new PR")
-                upload_kwargs["create_pr"] = True
+                print("Creating new PR...")
+                new_pr = api.create_pull_request(
+                    repo_id=REPO_ID,
+                    title="Automated Adapter Data Update",
+                    description="Data update from GitHub Actions",
+                    repo_type=REPO_TYPE
+                )
+                pr_num = new_pr.num
+                print(f"Created new PR #{pr_num}")
                 
-            api.upload_folder(**upload_kwargs)
+            upload_revision = f"refs/pr/{pr_num}"
+            
+            print(f"Uploading using upload_large_folder to revision {upload_revision}...")
+            api.upload_large_folder(
+                repo_id=REPO_ID,
+                folder_path=".",
+                repo_type=REPO_TYPE,
+                revision=upload_revision,
+                allow_patterns=["data/**"]
+            )
             print("Upload complete!")
         except Exception as e:
             print(f"Upload failed: {e}")

From c8727c6f3ab442cd702b9e8fa7547180cd97e83b Mon Sep 17 00:00:00 2001
From: Deep Joshi <deepensify@gmail.com>
Date: Tue, 30 Jun 2026 20:25:28 +0530
Subject: [PATCH 16/44] Update argument parser description in run_adapters.py

---
 utils/scripts/run_adapters.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/utils/scripts/run_adapters.py b/utils/scripts/run_adapters.py
index 1c183ec9f..1db525051 100644
--- a/utils/scripts/run_adapters.py
+++ b/utils/scripts/run_adapters.py
@@ -88,8 +88,8 @@ def get_input_requirement(adapter_path: Path):
     return requires_json, requires_csv, url, arg_name
 
 def main():
-    parser = argparse.ArgumentParser(description="Run all Every Eval Ever adapters robustly.")
-    parser.add_argument("--dry-run", action="store_true", help="Do not upload to Hugging Face")
+    parser = argparse.ArgumentParser(description="Run all Every Eval Ever adapters on croj.")
+    parser.add_argument("--dry-run", action="store_true", help="Does not upload to Hugging Face")
     args = parser.parse_args()
 
     # Create data dir

From d390cc2ceb29b521ea77e1171f8a586739d16734 Mon Sep 17 00:00:00 2001
From: Deep Joshi <deepensify@gmail.com>
Date: Wed, 1 Jul 2026 11:59:49 +0530
Subject: [PATCH 17/44] Add files via upload

---
 utils/scripts/pr_corrector.py | 404 ++++++++++++++++++++++++++++++++++
 1 file changed, 404 insertions(+)
 create mode 100644 utils/scripts/pr_corrector.py

diff --git a/utils/scripts/pr_corrector.py b/utils/scripts/pr_corrector.py
new file mode 100644
index 000000000..7e6f4e8df
--- /dev/null
+++ b/utils/scripts/pr_corrector.py
@@ -0,0 +1,404 @@
+import os
+import re
+import json
+import shutil
+import stat
+import urllib.request
+from pathlib import Path
+from huggingface_hub import HfApi, CommitOperationAdd, hf_hub_download
+
+from every_eval_ever.validate import validate_file
+
+# --- CONFIGURATION ---
+REPO_ID = "evaleval/EEE_datastore"
+REPO_TYPE = "dataset"
+WORKSPACE = "EEE_Targeted_Workspace"
+SCHEMA_PATH = "eval.schema.json"
+
+
+def remove_readonly(func, path, excinfo):
+    """Clear the read-only bit on Windows so shutil can delete files."""
+    os.chmod(path, stat.S_IWRITE)
+    func(path)
+
+
+def load_schema():
+    with open(SCHEMA_PATH, "r", encoding="utf-8") as f:
+        return json.load(f)
+
+
+def resolve_ref(schema, ref):
+    parts = ref.replace("#/", "").split("/")
+    current = schema
+    for part in parts:
+        current = current.get(part, {})
+    return current
+
+
+def get_schema_info(loc_string, root_schema):
+    """Parses loc string like 'evaluation_results -> [0] -> metric_config' and returns its schema."""
+    parts = loc_string.split(" -> ")
+    current = root_schema
+    
+    for part in parts:
+        if "$ref" in current:
+            current = resolve_ref(root_schema, current["$ref"])
+            
+        if part.startswith("[") and part.endswith("]"):
+            current = current.get("items", {})
+        else:
+            if "properties" in current and part in current["properties"]:
+                current = current["properties"][part]
+            elif "oneOf" in current:
+                found = False
+                for option in current["oneOf"]:
+                    opt = option
+                    if "$ref" in opt:
+                        opt = resolve_ref(root_schema, opt["$ref"])
+                    if "properties" in opt and part in opt["properties"]:
+                        current = opt["properties"][part]
+                        found = True
+                        break
+                if not found:
+                    current = {}
+            else:
+                current = {}
+                
+    if "$ref" in current:
+        current = resolve_ref(root_schema, current["$ref"])
+        
+    return current
+
+
+def convert_value(user_input, schema_info):
+    if not schema_info:
+        return user_input
+        
+    expected_type = schema_info.get("type")
+    
+    if expected_type == "boolean":
+        return user_input.lower() in ["true", "1", "yes", "y", "t"]
+    elif expected_type == "integer":
+        try:
+            return int(user_input)
+        except ValueError:
+            return user_input
+    elif expected_type == "number":
+        try:
+            return float(user_input)
+        except ValueError:
+            return user_input
+    elif expected_type == "array":
+        try:
+            parsed = json.loads(user_input)
+            if isinstance(parsed, list):
+                return parsed
+        except json.JSONDecodeError:
+            pass
+        # Simple fallback for arrays
+        return [s.strip() for s in user_input.split(",") if s.strip()]
+    
+    # If type is an array of options e.g., ["null", "number"]
+    if isinstance(expected_type, list):
+        if "number" in expected_type:
+            try:
+                return float(user_input)
+            except ValueError:
+                pass
+        if "integer" in expected_type:
+            try:
+                return int(user_input)
+            except ValueError:
+                pass
+                
+    return user_input
+
+
+def apply_fix_exact(data, loc_string, value):
+    """Dynamically traverses a JSON object and injects the value at the exact location."""
+    parts = loc_string.split(" -> ")
+    if not parts:
+        return
+
+    current = data
+    for i in range(len(parts) - 1):
+        part = parts[i]
+        if part.startswith("[") and part.endswith("]"):
+            index = int(part[1:-1])
+            current = current[index]
+        else:
+            if part not in current:
+                current[part] = {}
+            current = current[part]
+
+    last_part = parts[-1]
+    if last_part.startswith("[") and last_part.endswith("]"):
+        index = int(last_part[1:-1])
+        current[index] = value
+    else:
+        current[last_part] = value
+
+
+def apply_fix_fuzzy(data, path_str, key, value):
+    """Dynamically traverses a JSON object using dot notation and injects the key/value pair."""
+    parts = path_str.split('.') if path_str else []
+
+    def traverse(current_obj, path_parts):
+        if not path_parts:
+            if isinstance(current_obj, dict):
+                current_obj[key] = value
+            return
+
+        part = path_parts[0]
+        if isinstance(current_obj, dict):
+            if part not in current_obj:
+                current_obj[part] = {}
+            if len(path_parts) == 1:
+                if isinstance(current_obj[part], list):
+                    for item in current_obj[part]:
+                        if isinstance(item, dict):
+                            item[key] = value
+                else:
+                    current_obj[part][key] = value
+            else:
+                traverse(current_obj[part], path_parts[1:])
+        elif isinstance(current_obj, list):
+            for item in current_obj:
+                traverse(item, path_parts)
+
+    traverse(data, parts)
+
+
+def get_pr_files(repo_id, pr_num, token):
+    """Fetches the list of modified .json files in the PR using diffUrl or HTML scraping as a fallback."""
+    url = f"https://huggingface.co/api/datasets/{repo_id}/discussions/{pr_num}"
+    req = urllib.request.Request(url)
+    if token:
+        req.add_header("Authorization", f"Bearer {token}")
+        
+    try:
+        with urllib.request.urlopen(req) as res:
+            data = json.loads(res.read().decode('utf-8'))
+            
+        diff_url = data.get('diffUrl')
+        if diff_url:
+            if diff_url.startswith('/'):
+                diff_url = "https://huggingface.co" + diff_url
+            diff_req = urllib.request.Request(diff_url)
+            if token:
+                diff_req.add_header("Authorization", f"Bearer {token}")
+            with urllib.request.urlopen(diff_req) as diff_res:
+                diff_text = diff_res.read().decode('utf-8')
+                files = re.findall(r'^\+\+\+ b/(data/.*\.json)$', diff_text, flags=re.MULTILINE)
+                if files:
+                    return list(set(files))
+    except Exception as e:
+        pass
+        
+    # Fallback to HTML scraping
+    html_url = f"https://huggingface.co/datasets/{repo_id}/discussions/{pr_num}/files"
+    html_req = urllib.request.Request(html_url)
+    if token:
+        html_req.add_header("Authorization", f"Bearer {token}")
+    try:
+        with urllib.request.urlopen(html_req) as res:
+            html = res.read().decode('utf-8')
+            files = re.findall(r'(data/[\w\-\./]+\.json)', html)
+            return list(set(files))
+    except Exception as e:
+        print(f"❌ Failed to parse files from PR: {e}")
+        
+    return []
+
+
+def custom_validate(data):
+    """Custom heuristic validator for warnings not strictly in the schema."""
+    bot_warnings = []
+    
+    # 1. Check for deployment_type and dependent fields
+    model_info = data.get('model_info', {})
+    additional = model_info.get('additional_details', {})
+    
+    deployment_type = additional.get('deployment_type')
+    if not deployment_type:
+        bot_warnings.append(('model_info.additional_details', 'deployment_type', 'Expected one of: api, local, unknown'))
+    else:
+        if deployment_type == 'api' and 'model_availability' not in additional:
+            bot_warnings.append(('model_info.additional_details', 'model_availability', "Expected one of: closed_source, open_weights_deployment, other"))
+        
+    return bot_warnings
+
+
+def main():
+    print("🤖 EEE Datastore Targeted PR Fixer 🤖\n")
+
+    hf_token = input("Enter your Hugging Face Access Token: ").strip()
+    pr_input = input("Enter the PR number or URL (e.g., 136 or https://.../136): ").strip()
+
+    pr_num = re.search(r'(\d+)$', pr_input).group(1)
+    revision = f"refs/pr/{pr_num}"
+    api = HfApi(token=hf_token)
+
+    try:
+        schema = load_schema()
+    except Exception as e:
+        print(f"❌ Failed to load {SCHEMA_PATH}: {e}")
+        return
+
+    print("\n📂 Fetching file list for the PR...")
+    json_files = get_pr_files(REPO_ID, pr_num, hf_token)
+
+    if not json_files:
+        print("❌ No aggregate JSON files found in this PR to fix. Is the PR number correct?")
+        return
+        
+    print(f"Found {len(json_files)} file(s) in PR #{pr_num}.")
+
+    if os.path.exists(WORKSPACE):
+        shutil.rmtree(WORKSPACE, onexc=remove_readonly)
+    os.makedirs(WORKSPACE)
+
+    operations = []
+    apply_to_all_answers = {}
+    print(f"Downloading {len(json_files)} JSON file(s) locally...\n")
+
+    for file_path in json_files:
+        try:
+            local_path = hf_hub_download(
+                repo_id=REPO_ID,
+                repo_type=REPO_TYPE,
+                filename=file_path,
+                revision=revision,
+                token=hf_token,
+                local_dir=WORKSPACE,
+                local_dir_use_symlinks=False
+            )
+        except Exception as e:
+            print(f"❌ Failed to download {file_path}: {e}")
+            continue
+
+        modified = False
+
+        while True:
+            # Validate the downloaded file
+            report = validate_file(Path(local_path))
+            
+            with open(local_path, "r", encoding="utf-8") as f:
+                data = json.load(f)
+                
+            bot_warnings = custom_validate(data)
+            missing_errors = [err for err in report.errors if "missing" in err.get("type", "")]
+            
+            if report.valid and not bot_warnings and not missing_errors:
+                if not modified:
+                    print(f"✅ {file_path.split('/')[-1]} passed validation and has no bot warnings! No fixes needed.")
+                break
+
+            if not missing_errors and not bot_warnings:
+                print(f"⚠️ {file_path.split('/')[-1]} has non-missing validation errors:")
+                for err in report.errors:
+                    print(f"   - {err['loc']}: {err['msg']}")
+                break
+
+            print(f"\n📄 Fixing {file_path.split('/')[-1]} ({len(missing_errors)} missing fields, {len(bot_warnings)} bot warnings)")
+            made_changes_this_round = False
+
+            # Process standard validation missing errors
+            for err in missing_errors:
+                loc_str = err['loc']
+                last_key = loc_str.split(" -> ")[-1]
+                
+                # Check for "apply all" override based on the key name
+                if last_key in apply_to_all_answers:
+                    apply_fix_exact(data, loc_str, apply_to_all_answers[last_key])
+                    made_changes_this_round = True
+                    continue
+
+                schema_info = get_schema_info(loc_str, schema)
+                desc = schema_info.get("description", "No description available")
+                expected_type = schema_info.get("type", "unknown")
+                
+                print(f"\n   Missing: '{last_key}' at '{loc_str}'")
+                print(f"   Type: {expected_type} | Description: {desc}")
+                
+                user_input = input(f"   Enter value (or 'skip', or 'all:your_value'): ").strip()
+
+                if user_input.lower() == 'skip' or user_input == '':
+                    print("   ⏭️ Skipped.")
+                    continue
+
+                if user_input.lower().startswith("all:"):
+                    raw_value = user_input[4:].strip()
+                    converted = convert_value(raw_value, schema_info)
+                    apply_to_all_answers[last_key] = converted
+                    apply_fix_exact(data, loc_str, converted)
+                    made_changes_this_round = True
+                    print(f"   ✅ Applied '{converted}' to this and all future occurrences of '{last_key}'.")
+                else:
+                    converted = convert_value(user_input, schema_info)
+                    apply_fix_exact(data, loc_str, converted)
+                    made_changes_this_round = True
+                    print(f"   ✅ Applied '{converted}'.")
+
+            # Process bot warnings
+            for path_str, key, desc in bot_warnings:
+                if key in apply_to_all_answers:
+                    apply_fix_fuzzy(data, path_str, key, apply_to_all_answers[key])
+                    made_changes_this_round = True
+                    continue
+
+                print(f"\n   Bot Warning Missing: '{key}' inside '{path_str}'")
+                print(f"   Description: {desc}")
+                user_input = input(f"   Enter value (or 'skip', or 'all:your_value'): ").strip()
+
+                if user_input.lower() == 'skip' or user_input == '':
+                    print("   ⏭️ Skipped.")
+                    continue
+
+                # Fallback for bot warning schema lookup is harder without exact array indices
+                if user_input.lower().startswith("all:"):
+                    raw_value = user_input[4:].strip()
+                    # for bot warnings we just inject string directly or attempt basic inference
+                    converted = convert_value(raw_value, {})
+                    apply_to_all_answers[key] = converted
+                    apply_fix_fuzzy(data, path_str, key, converted)
+                    made_changes_this_round = True
+                    print(f"   ✅ Applied '{converted}' to this and all future files.")
+                else:
+                    converted = convert_value(user_input, {})
+                    apply_fix_fuzzy(data, path_str, key, converted)
+                    made_changes_this_round = True
+                    print(f"   ✅ Applied '{converted}'.")
+
+            if made_changes_this_round:
+                modified = True
+                with open(local_path, "w", encoding="utf-8") as f:
+                    json.dump(data, f, indent=4, ensure_ascii=False)
+                    f.write("\n")
+            else:
+                # User skipped everything, break to avoid infinite loop
+                break
+
+        if modified:
+            operations.append(CommitOperationAdd(path_in_repo=file_path, path_or_fileobj=local_path))
+
+    if operations:
+        print(f"\n📤 Committing {len(operations)} updated file(s) to PR #{pr_num}...")
+        api.create_commit(
+            repo_id=REPO_ID,
+            repo_type=REPO_TYPE,
+            revision=revision,
+            operations=operations,
+            commit_message="Fix schema warnings via interactive script"
+        )
+        print("🎉 Success! Your PR has been updated.")
+    else:
+        print("\n⚠️ No changes were made that require a commit.")
+
+    print("🧹 Cleaning up local files...")
+    shutil.rmtree(WORKSPACE, onexc=remove_readonly)
+    print("✨ Cleanup complete!")
+
+
+if __name__ == "__main__":
+    main()
\ No newline at end of file

From fc0f8611a76d06033700fa1b96187da05265fb20 Mon Sep 17 00:00:00 2001
From: Deep Joshi <deepensify@gmail.com>
Date: Wed, 1 Jul 2026 12:00:31 +0530
Subject: [PATCH 18/44] Update run_adapters.py

---
 utils/scripts/run_adapters.py | 30 +++++++++++++++---------------
 1 file changed, 15 insertions(+), 15 deletions(-)

diff --git a/utils/scripts/run_adapters.py b/utils/scripts/run_adapters.py
index 1db525051..ecef4c245 100644
--- a/utils/scripts/run_adapters.py
+++ b/utils/scripts/run_adapters.py
@@ -88,8 +88,8 @@ def get_input_requirement(adapter_path: Path):
     return requires_json, requires_csv, url, arg_name
 
 def main():
-    parser = argparse.ArgumentParser(description="Run all Every Eval Ever adapters on croj.")
-    parser.add_argument("--dry-run", action="store_true", help="Does not upload to Hugging Face")
+    parser = argparse.ArgumentParser(description="Run all Every Eval Ever adapters robustly.")
+    parser.add_argument("--dry-run", action="store_true", help="Do not upload to Hugging Face")
     args = parser.parse_args()
 
     # Create data dir
@@ -309,16 +309,16 @@ def main():
                 
             upload_revision = f"refs/pr/{pr_num}"
             
-            print(f"Uploading using upload_large_folder to revision {upload_revision}...")
-            api.upload_large_folder(
-                repo_id=REPO_ID,
-                folder_path=".",
-                repo_type=REPO_TYPE,
-                revision=upload_revision,
-                allow_patterns=["data/**"]
-            )
-            print("Upload complete!")
-        except Exception as e:
-            print(f"Upload failed: {e}")
-if __name__ == "__main__":
-    main()
+            from huggingface_hub import CommitOperationAdd
+            operations = []
+            
+            # Add stats and report files
+            if STATS_FILE.exists():
+                operations.append(CommitOperationAdd(path_in_repo=STATS_FILE.as_posix(), path_or_fileobj=STATS_FILE))
+            if REPORT_FILE.exists():
+                operations.append(CommitOperationAdd(path_in_repo=REPORT_FILE.as_posix(), path_or_fileobj=REPORT_FILE))
+                
+            # Add all files from adapters that were actually run this session
+            for adapter in current_report.get("adapters", {}).keys():
+                adapter_data_dir = DATA_DIR / adapter
+          

From 3005137e3dc2f788fff0999343a4eba7e50caba2 Mon Sep 17 00:00:00 2001
From: Deep Joshi <deepensify@gmail.com>
Date: Thu, 2 Jul 2026 12:04:44 +0530
Subject: [PATCH 19/44] Update run_adapters.py

---
 utils/scripts/run_adapters.py | 392 +++++++++++++++++-----------------
 1 file changed, 196 insertions(+), 196 deletions(-)

diff --git a/utils/scripts/run_adapters.py b/utils/scripts/run_adapters.py
index ecef4c245..3a51e8c88 100644
--- a/utils/scripts/run_adapters.py
+++ b/utils/scripts/run_adapters.py
@@ -1,10 +1,27 @@
 #!/usr/bin/env python3
+"""
+Every Eval Ever - Adapter Orchestrator
+
+This script manages the automated execution of all data adapters for the 
+Every Eval Ever (EEE) project. It is designed to run periodically (e.g., via 
+GitHub Actions cron jobs) to ensure evaluation data remains up-to-date.
+
+Key Capabilities:
+- Smart Data Detection: Employs HTTP HEAD requests to monitor upstream data 
+  (CSV/JSON files) for changes using ETag, Last-Modified, or Content-Length headers.
+- Prioritized Execution: Identifies adapters with new remote data and executes them first.
+- Resource Optimization: Defers "heavy" adapters (high time or size cost) unless 
+  their data is stale or a monthly forced run is triggered.
+- Automated Validation: Automatically validates all generated EEE JSON records 
+  against the official schema.
+- Hugging Face Integration: Downloads the previous execution state and seamlessly 
+  pushes new or updated records to a Pull Request on the target HF dataset repo.
+"""
 
 import argparse
 import datetime
 import json
 import os
-import re
 import shutil
 import subprocess
 import time
@@ -24,7 +41,25 @@
 HEAVY_TIME_S = 60
 HEAVY_SIZE_MB = 50
 
+# Central configuration for adapters that require file downloads
+ADAPTER_CONFIGS = {
+    "arc_agi": {"url": "https://arcprize.org/media/data/leaderboard/evaluations.json", "file_arg": "--input-json"},
+    "artificial_analysis": {"url": "https://artificialanalysis.ai/api/v2/data/llms/models", "file_arg": "--input-json"},
+    "bfcl": {"url": "https://gorilla.cs.berkeley.edu/data_overall.csv", "file_arg": "--csv"},
+    "hfopenllm_v2": {"url": "https://open-llm-leaderboard-open-llm-leaderboard.hf.space/api/leaderboard/formatted", "file_arg": "--input-json"},
+    "sciarena": {"url": "https://sciarena.allen.ai/api/leaderboard", "file_arg": "--input-json"}
+}
+
 def get_dir_size_mb(path: Path) -> float:
+    """
+    Calculate the total size of a directory in megabytes.
+
+    Args:
+        path (Path): The directory path to measure.
+
+    Returns:
+        float: The total size in megabytes. Returns 0.0 if the path does not exist.
+    """
     total = 0
     if not path.exists():
         return 0.0
@@ -34,6 +69,17 @@ def get_dir_size_mb(path: Path) -> float:
     return total / (1024 * 1024)
 
 def download_hf_json(filename: str, default: dict, revision: str = "main") -> dict:
+    """
+    Download and parse a JSON file from the target Hugging Face dataset repository.
+
+    Args:
+        filename (str): The path to the file within the repository.
+        default (dict): The default dictionary to return if the file is missing or fails to parse.
+        revision (str): The git revision (branch, tag, or PR ref) to download from.
+
+    Returns:
+        dict: The parsed JSON content, or the default value upon failure.
+    """
     try:
         path = hf_hub_download(repo_id=REPO_ID, filename=filename, repo_type=REPO_TYPE, revision=revision)
         with open(path, "r", encoding="utf-8") as f:
@@ -44,50 +90,141 @@ def download_hf_json(filename: str, default: dict, revision: str = "main") -> di
         print(f"Warning: Could not download {filename} from HF, using default. ({e})")
         return default
 
-def download_file(url: str, output: Path):
+def download_file(url: str, output: Path) -> None:
+    """
+    Download a file from a URL to a local destination.
+
+    Args:
+        url (str): The source URL to download from.
+        output (Path): The local destination path to write the file to.
+    """
     req = urllib.request.Request(url, headers={'User-Agent': 'every-eval-ever adapter runner'})
     with urllib.request.urlopen(req, timeout=60) as response, open(output, 'wb') as out_file:
         shutil.copyfileobj(response, out_file)
 
-def is_stale(adapter: str, stats: dict) -> bool:
+def check_headers(url: str) -> dict:
+    """
+    Perform an HTTP HEAD request to retrieve cache-validation headers.
+
+    This mechanism allows the orchestrator to detect if remote data has changed 
+    without downloading the entire file payload, saving bandwidth and execution time.
+
+    Args:
+        url (str): The remote URL to inspect.
+
+    Returns:
+        dict: A dictionary containing 'url_etag', 'url_last_modified', 
+              and 'url_content_length' if provided by the server. 
+              Returns an empty dictionary if the request fails or no URL is provided.
+    """
+    if not url:
+        return {}
+    try:
+        req = urllib.request.Request(url, method='HEAD', headers={'User-Agent': 'every-eval-ever adapter runner'})
+        with urllib.request.urlopen(req, timeout=10) as response:
+            return {
+                "url_etag": response.headers.get('ETag'),
+                "url_last_modified": response.headers.get('Last-Modified'),
+                "url_content_length": response.headers.get('Content-Length')
+            }
+    except Exception as e:
+        print(f"Warning: Failed to check HEAD for {url}: {e}")
+        return {}
+
+def is_stale(adapter: str, stats: dict, current_headers: dict) -> tuple[bool, str]:
+    """
+    Determine whether an adapter's remote data is stale and requires re-execution.
+
+    An adapter is flagged as stale if any of the following conditions are met:
+    1. The last recorded run resulted in a failure.
+    2. Remote data headers (ETag, Last-Modified, Content-Length) have changed 
+       since the last successful run.
+    3. It has not been successfully executed in over 7 days (or 30 days if 
+       headers are successfully verified as unchanged).
+
+    Args:
+        adapter (str): The name of the adapter to evaluate.
+        stats (dict): The historical statistics dictionary containing previous run metadata.
+        current_headers (dict): The freshly retrieved HTTP headers for the adapter's data URL.
+
+    Returns:
+        tuple[bool, str]: A tuple containing a boolean indicating if the adapter 
+                          should run, and a string explaining the reason.
+    """
     adapter_stat = stats.get(adapter, {})
     last_success = adapter_stat.get("last_success_ts", 0)
     days_since_success = (time.time() - last_success) / 86400
-    if days_since_success >= 7:
-        return True
     
     if adapter_stat.get("last_failed", False):
-        return True
+        return True, "last run failed"
         
-    return False
-
-def get_input_requirement(adapter_path: Path):
-    content = adapter_path.read_text(encoding="utf-8")
-    
-    # Check if --input-json or --input-csv or --csv is REQUIRED
-    requires_json = re.search(r'add_argument\s*\(\s*["\']--input-json["\'].*?required=True', content, re.DOTALL) is not None
-    requires_input_csv = re.search(r'add_argument\s*\(\s*["\']--input-csv["\'].*?required=True', content, re.DOTALL) is not None
-    requires_just_csv = re.search(r'add_argument\s*\(\s*["\']--csv["\'].*?required=True', content, re.DOTALL) is not None
-    requires_csv = requires_input_csv or requires_just_csv
-    
-    arg_name = None
-    if requires_json:
-        arg_name = "--input-json"
-    elif requires_input_csv:
-        arg_name = "--input-csv"
-    elif requires_just_csv:
-        arg_name = "--csv"
+    if current_headers:
+        etag = current_headers.get("url_etag")
+        last_modified = current_headers.get("url_last_modified")
+        content_length = current_headers.get("url_content_length")
+        
+        stored_etag = adapter_stat.get("url_etag")
+        stored_lm = adapter_stat.get("url_last_modified")
+        stored_cl = adapter_stat.get("url_content_length")
+        
+        if etag and stored_etag and etag != stored_etag:
+            return True, "ETag changed"
+        if last_modified and stored_lm and last_modified != stored_lm:
+            return True, "Last-Modified changed"
+        if content_length and stored_cl and content_length != stored_cl:
+            return True, "Content-Length changed"
             
-    url = None
-    if requires_json or requires_csv:
-        # Find URL. Try SOURCE_URL, SOURCE_CSV_URL, or any other obvious data URL
-        url_match = re.search(r'(?:SOURCE(?:_CSV)?_URL|RESULTS_CSV_URL)\s*=\s*["\'](http[^"\']+)["\']', content)
-        if url_match:
-            url = url_match.group(1)
+        if (etag and not stored_etag) or (last_modified and not stored_lm) or (content_length and not stored_cl):
+            return True, "new header available"
+            
+        if etag or last_modified or content_length:
+            if days_since_success >= 30:
+                return True, "fallback 30 days"
+            return False, "data unchanged"
+            
+    if days_since_success >= 7:
+        return True, "fallback 7 days"
+        
+    return False, "not stale"
 
-    return requires_json, requires_csv, url, arg_name
+def get_dynamic_args(adapter: str) -> dict:
+    """
+    Dynamically discover what arguments an adapter accepts by running its --help.
 
-def main():
+    This avoids brittle static source code parsing and respects the adapter's
+    actual runtime interface.
+
+    Args:
+        adapter (str): The name of the adapter.
+
+    Returns:
+        dict: A mapping of capabilities, e.g., 'accepts_output_dir'.
+    """
+    args_config = {
+        "accepts_output_dir": False,
+        "accepts_from_hf": False
+    }
+    try:
+        cmd = ["uv", "run", "python", "-m", f"utils.{adapter}.adapter", "--help"]
+        res = subprocess.run(cmd, capture_output=True, text=True)
+        help_text = res.stdout
+        if "--output-dir" in help_text:
+            args_config["accepts_output_dir"] = True
+        if "--from-hf" in help_text:
+            args_config["accepts_from_hf"] = True
+    except Exception as e:
+        print(f"Warning: Failed to parse help for {adapter}: {e}")
+        
+    return args_config
+
+def main() -> None:
+    """
+    Main orchestrator entry point.
+    
+    Coordinates the fetching of historical state, evaluation of adapter staleness,
+    prioritized execution of stale adapters, output validation, and the automated 
+    creation or updating of a Pull Request on Hugging Face.
+    """
     parser = argparse.ArgumentParser(description="Run all Every Eval Ever adapters robustly.")
     parser.add_argument("--dry-run", action="store_true", help="Do not upload to Hugging Face")
     args = parser.parse_args()
@@ -141,184 +278,47 @@ def main():
 
     adapters = [d.name for d in UTILS_DIR.iterdir() if d.is_dir() and (d / "adapter.py").exists()]
     
-    for adapter in sorted(adapters):
+    adapter_info = []
+    print("Analyzing adapters...")
+    for adapter in adapters:
+        adapter_config = ADAPTER_CONFIGS.get(adapter, {})
+        url = adapter_config.get("url")
+        file_arg = adapter_config.get("file_arg")
+        
+        current_headers = check_headers(url)
+        stale, reason = is_stale(adapter, stats, current_headers)
+        adapter_info.append({
+            "name": adapter,
+            "stale": stale,
+            "reason": reason,
+            "url": url,
+            "file_arg": file_arg,
+            "headers": current_headers
+        })
+        
+    # Sort adapters: stale first, then alphabetically
+    adapter_info.sort(key=lambda x: (not x["stale"], x["name"]))
+    
+    for info in adapter_info:
+        adapter = info["name"]
         adapter_stat = stats.get(adapter, {})
         time_s = adapter_stat.get("time_s", 0)
         size_mb = adapter_stat.get("size_mb", 0)
         
         is_heavy = time_s > HEAVY_TIME_S or size_mb > HEAVY_SIZE_MB
-        stale = is_stale(adapter, stats)
+        stale = info["stale"]
         
         if is_heavy and not is_monthly_run and not stale:
             print(f"Skipping heavy adapter {adapter} (runs monthly or when stale)")
             continue
             
-        print(f"\n--- Running adapter: {adapter} ---")
+        print(f"\n--- Running adapter: {adapter} (Stale: {stale}, Reason: {info['reason']}) ---")
         
-        adapter_path = UTILS_DIR / adapter / "adapter.py"
-        requires_json, requires_csv, url, arg_name = get_input_requirement(adapter_path)
+        url = info["url"]
+        file_arg = info["file_arg"]
         
         adapter_data_dir = DATA_DIR / adapter
         # Clean previous run data if any
         if adapter_data_dir.exists():
             shutil.rmtree(adapter_data_dir)
-            
-        adapter_data_dir.mkdir(parents=True, exist_ok=True)
-            
-        cmd = ["uv", "run", "python", "-m", f"utils.{adapter}.adapter"]
-        
-        # Prepare environment for adapter with every_eval_ever in PYTHONPATH
-        env = os.environ.copy()
-        eee_path = str(Path("every_eval_ever").absolute())
-        if "PYTHONPATH" in env:
-            env["PYTHONPATH"] = f"{eee_path}{os.pathsep}{env['PYTHONPATH']}"
-        else:
-            env["PYTHONPATH"] = eee_path
-
-        # Only pass --output-dir if the adapter script mentions it
-        content = adapter_path.read_text(encoding="utf-8")
-        if "--output-dir" in content:
-            cmd.extend(["--output-dir", str(adapter_data_dir)])
-            
-        if "--from-hf" in content:
-            cmd.append("--from-hf")
-        
-        tmp_file = None
-        try:
-            if (requires_json or requires_csv) and not url:
-                print(f"Skipping adapter {adapter} because it requires {arg_name} but no URL was found in the script.")
-                continue
-
-            if requires_json and url:
-                tmp_file = DATA_DIR / f"{adapter}_input.json"
-                print(f"Downloading required JSON input from {url}")
-                download_file(url, tmp_file)
-                cmd.extend([arg_name, str(tmp_file)])
-            elif requires_csv and url:
-                tmp_file = DATA_DIR / f"{adapter}_input.csv"
-                print(f"Downloading required CSV input from {url}")
-                download_file(url, tmp_file)
-                cmd.extend([arg_name, str(tmp_file)])
-                
-            start_t = time.time()
-            res = subprocess.run(cmd, capture_output=True, text=True, env=env)
-            elapsed = time.time() - start_t
-            
-            if res.returncode != 0:
-                print(f"Execution FAILED for {adapter}:\n{res.stderr}")
-                stats.setdefault(adapter, {})["last_failed"] = True
-                current_report["adapters"][adapter] = {
-                    "execution_failed": True,
-                    "error": res.stderr[-500:]
-                }
-                continue
-            
-            print(f"Execution succeeded in {elapsed:.2f}s")
-            
-            # Validation
-            print("Validating outputs...")
-            val_cmd = ["uv", "run", "python", "-m", "every_eval_ever", "validate", "--format", "json", str(adapter_data_dir)]
-            val_res = subprocess.run(val_cmd, capture_output=True, text=True, env=env)
-            
-            # Even if val_res fails (which it will if any file is invalid), it outputs JSON
-            try:
-                # the validate command might print other stuff? we'll try to extract JSON
-                out_str = val_res.stdout.strip()
-                # find the first [
-                idx = out_str.find('[')
-                if idx != -1:
-                    val_data = json.loads(out_str[idx:])
-                else:
-                    val_data = []
-            except json.JSONDecodeError as e:
-                print(f"Failed to parse validation JSON for {adapter}: {e}")
-                print(f"Stdout was: {val_res.stdout}")
-                val_data = []
-            
-            valid_files = 0
-            failed_files = 0
-            errors_list = []
-            
-            for f_report in val_data:
-                if f_report.get("valid"):
-                    valid_files += 1
-                else:
-                    failed_files += 1
-                    errs = f_report.get("errors", [])
-                    errors_list.extend(errs)
-                    # Delete invalid file
-                    invalid_f = Path(f_report.get("file"))
-                    if invalid_f.exists():
-                        invalid_f.unlink()
-            
-            print(f"Validation: {valid_files} valid, {failed_files} failed")
-            
-            # Size measurement
-            dir_size_mb = get_dir_size_mb(adapter_data_dir)
-            
-            # Update stats
-            stats.setdefault(adapter, {}).update({
-                "time_s": elapsed,
-                "size_mb": dir_size_mb,
-                "last_success_ts": time.time(),
-                "last_failed": False
-            })
-            
-            current_report["adapters"][adapter] = {
-                "execution_failed": False,
-                "valid_files": valid_files,
-                "failed_files": failed_files,
-                "errors": errors_list[:50] # save up to 50 errors in report
-            }
-            
-        except Exception as e:
-            print(f"Exception during {adapter} processing: {e}")
-            stats.setdefault(adapter, {})["last_failed"] = True
-            current_report["adapters"][adapter] = {
-                "execution_failed": True,
-                "error": str(e)
-            }
-        finally:
-            if tmp_file and tmp_file.exists():
-                tmp_file.unlink()
-
-    # Save stats and report
-    with open(STATS_FILE, "w", encoding="utf-8") as f:
-        json.dump(stats, f, indent=2)
-        
-    with open(REPORT_FILE, "w", encoding="utf-8") as f:
-        json.dump(current_report, f, indent=2)
-
-    # Upload to HF
-    if not args.dry_run:
-        print("Uploading to Hugging Face...")
-        try:
-            if existing_pr:
-                print(f"Updating existing PR #{existing_pr.num}")
-                pr_num = existing_pr.num
-            else:
-                print("Creating new PR...")
-                new_pr = api.create_pull_request(
-                    repo_id=REPO_ID,
-                    title="Automated Adapter Data Update",
-                    description="Data update from GitHub Actions",
-                    repo_type=REPO_TYPE
-                )
-                pr_num = new_pr.num
-                print(f"Created new PR #{pr_num}")
-                
-            upload_revision = f"refs/pr/{pr_num}"
-            
-            from huggingface_hub import CommitOperationAdd
-            operations = []
-            
-            # Add stats and report files
-            if STATS_FILE.exists():
-                operations.append(CommitOperationAdd(path_in_repo=STATS_FILE.as_posix(), path_or_fileobj=STATS_FILE))
-            if REPORT_FILE.exists():
-                operations.append(CommitOperationAdd(path_in_repo=REPORT_FILE.as_posix(), path_or_fileobj=REPORT_FILE))
-                
-            # Add all files from adapters that were actually run this session
-            for adapter in current_report.get("adapters", {}).keys():
-                adapter_data_dir = DATA_DIR / adapter
           

From 7d65667e73c084839bf73fa29b4fcfbcdbef21e9 Mon Sep 17 00:00:00 2001
From: Deep Joshi <deepensify@gmail.com>
Date: Thu, 2 Jul 2026 12:39:17 +0530
Subject: [PATCH 20/44] Modify get_dynamic_args to accept environment variables

Added 'env' parameter to get_dynamic_args function to allow passing environment variables for subprocess execution. Updated subprocess calls to use the provided environment.
---
 utils/scripts/run_adapters.py | 191 +++++++++++++++++++++++++++++++++-
 1 file changed, 188 insertions(+), 3 deletions(-)

diff --git a/utils/scripts/run_adapters.py b/utils/scripts/run_adapters.py
index 3a51e8c88..498ae53da 100644
--- a/utils/scripts/run_adapters.py
+++ b/utils/scripts/run_adapters.py
@@ -187,7 +187,7 @@ def is_stale(adapter: str, stats: dict, current_headers: dict) -> tuple[bool, st
         
     return False, "not stale"
 
-def get_dynamic_args(adapter: str) -> dict:
+def get_dynamic_args(adapter: str, env: dict) -> dict:
     """
     Dynamically discover what arguments an adapter accepts by running its --help.
 
@@ -196,6 +196,7 @@ def get_dynamic_args(adapter: str) -> dict:
 
     Args:
         adapter (str): The name of the adapter.
+        env (dict): The environment variables to run the subprocess with (needs PYTHONPATH).
 
     Returns:
         dict: A mapping of capabilities, e.g., 'accepts_output_dir'.
@@ -206,7 +207,7 @@ def get_dynamic_args(adapter: str) -> dict:
     }
     try:
         cmd = ["uv", "run", "python", "-m", f"utils.{adapter}.adapter", "--help"]
-        res = subprocess.run(cmd, capture_output=True, text=True)
+        res = subprocess.run(cmd, capture_output=True, text=True, env=env)
         help_text = res.stdout
         if "--output-dir" in help_text:
             args_config["accepts_output_dir"] = True
@@ -321,4 +322,188 @@ def main() -> None:
         # Clean previous run data if any
         if adapter_data_dir.exists():
             shutil.rmtree(adapter_data_dir)
-          
+            
+        adapter_data_dir.mkdir(parents=True, exist_ok=True)
+            
+        cmd = ["uv", "run", "python", "-m", f"utils.{adapter}.adapter"]
+        
+        # Prepare environment for adapter with every_eval_ever in PYTHONPATH
+        env = os.environ.copy()
+        eee_path = str(Path("every_eval_ever").absolute())
+        if "PYTHONPATH" in env:
+            env["PYTHONPATH"] = f"{eee_path}{os.pathsep}{env['PYTHONPATH']}"
+        else:
+            env["PYTHONPATH"] = eee_path
+
+        # Dynamically inspect adapter capabilities
+        accepted_args = get_dynamic_args(adapter, env)
+
+        if accepted_args["accepts_output_dir"]:
+            cmd.extend(["--output-dir", str(adapter_data_dir)])
+            
+        if accepted_args["accepts_from_hf"]:
+            cmd.append("--from-hf")
+        
+        tmp_file = None
+        try:
+            if file_arg:
+                if not url:
+                    print(f"Warning: Adapter {adapter} requires {file_arg} but no URL is configured!")
+                    continue
+                    
+                tmp_file = DATA_DIR / f"{adapter}_input{Path(url).suffix or '.json'}"
+                print(f"Downloading required input from {url}")
+                download_file(url, tmp_file)
+                cmd.extend([file_arg, str(tmp_file)])
+                
+            start_t = time.time()
+            res = subprocess.run(cmd, capture_output=True, text=True, env=env)
+            elapsed = time.time() - start_t
+            
+            if res.returncode != 0:
+                print(f"Execution FAILED for {adapter}:\n{res.stderr}")
+                stats.setdefault(adapter, {})["last_failed"] = True
+                current_report["adapters"][adapter] = {
+                    "execution_failed": True,
+                    "error": res.stderr[-500:]
+                }
+                continue
+            
+            print(f"Execution succeeded in {elapsed:.2f}s")
+            
+            # Validation
+            print("Validating outputs...")
+            val_cmd = ["uv", "run", "python", "-m", "every_eval_ever", "validate", "--format", "json", str(adapter_data_dir)]
+            val_res = subprocess.run(val_cmd, capture_output=True, text=True, env=env)
+            
+            # Even if val_res fails (which it will if any file is invalid), it outputs JSON
+            try:
+                # the validate command might print other stuff? we'll try to extract JSON
+                out_str = val_res.stdout.strip()
+                # find the first [
+                idx = out_str.find('[')
+                if idx != -1:
+                    val_data = json.loads(out_str[idx:])
+                else:
+                    val_data = []
+            except json.JSONDecodeError as e:
+                print(f"Failed to parse validation JSON for {adapter}: {e}")
+                print(f"Stdout was: {val_res.stdout}")
+                val_data = []
+            
+            valid_files = 0
+            failed_files = 0
+            errors_list = []
+            
+            for f_report in val_data:
+                if f_report.get("valid"):
+                    valid_files += 1
+                else:
+                    failed_files += 1
+                    errs = f_report.get("errors", [])
+                    errors_list.extend(errs)
+                    # Delete invalid file
+                    invalid_f = Path(f_report.get("file"))
+                    if invalid_f.exists():
+                        invalid_f.unlink()
+            
+            print(f"Validation: {valid_files} valid, {failed_files} failed")
+            
+            # Size measurement
+            dir_size_mb = get_dir_size_mb(adapter_data_dir)
+            
+            # Update stats
+            update_data = {
+                "time_s": elapsed,
+                "size_mb": dir_size_mb,
+                "last_success_ts": time.time(),
+                "last_failed": False
+            }
+            if info["headers"]:
+                for k, v in info["headers"].items():
+                    if v:
+                        update_data[k] = v
+            stats.setdefault(adapter, {}).update(update_data)
+            
+            current_report["adapters"][adapter] = {
+                "execution_failed": False,
+                "valid_files": valid_files,
+                "failed_files": failed_files,
+                "errors": errors_list[:50] # save up to 50 errors in report
+            }
+            
+        except Exception as e:
+            print(f"Exception during {adapter} processing: {e}")
+            stats.setdefault(adapter, {})["last_failed"] = True
+            current_report["adapters"][adapter] = {
+                "execution_failed": True,
+                "error": str(e)
+            }
+        finally:
+            if tmp_file and tmp_file.exists():
+                tmp_file.unlink()
+
+    # Save stats and report
+    with open(STATS_FILE, "w", encoding="utf-8") as f:
+        json.dump(stats, f, indent=2)
+        
+    with open(REPORT_FILE, "w", encoding="utf-8") as f:
+        json.dump(current_report, f, indent=2)
+
+    # Upload to HF
+    if not args.dry_run:
+        print("Uploading to Hugging Face...")
+        try:
+            if existing_pr:
+                print(f"Updating existing PR #{existing_pr.num}")
+                pr_num = existing_pr.num
+            else:
+                print("Creating new PR...")
+                new_pr = api.create_pull_request(
+                    repo_id=REPO_ID,
+                    title="Automated Adapter Data Update",
+                    description="Data update from GitHub Actions",
+                    repo_type=REPO_TYPE
+                )
+                pr_num = new_pr.num
+                print(f"Created new PR #{pr_num}")
+                
+            upload_revision = f"refs/pr/{pr_num}"
+            
+            from huggingface_hub import CommitOperationAdd
+            operations = []
+            
+            # Add stats and report files
+            if STATS_FILE.exists():
+                operations.append(CommitOperationAdd(path_in_repo=STATS_FILE.as_posix(), path_or_fileobj=STATS_FILE))
+            if REPORT_FILE.exists():
+                operations.append(CommitOperationAdd(path_in_repo=REPORT_FILE.as_posix(), path_or_fileobj=REPORT_FILE))
+                
+            # Add all files from adapters that were actually run this session
+            for adapter in current_report.get("adapters", {}).keys():
+                adapter_data_dir = DATA_DIR / adapter
+                if adapter_data_dir.exists():
+                    for filepath in adapter_data_dir.rglob("*"):
+                        if filepath.is_file():
+                            operations.append(CommitOperationAdd(
+                                path_in_repo=filepath.as_posix(), 
+                                path_or_fileobj=filepath
+                            ))
+
+            if operations:
+                print(f"Pushing {len(operations)} updated file(s) using create_commit to revision {upload_revision}...")
+                api.create_commit(
+                    repo_id=REPO_ID,
+                    repo_type=REPO_TYPE,
+                    revision=upload_revision,
+                    commit_message="Automated Adapter Data Update",
+                    operations=operations
+                )
+                print("Upload complete!")
+            else:
+                print("No files to upload!")
+                
+        except Exception as e:
+            print(f"Upload failed: {e}")
+if __name__ == "__main__":
+    main()

From 9744e7e443cbc3683d3a0385eb5192757d3435aa Mon Sep 17 00:00:00 2001
From: Deep Joshi <deepensify@gmail.com>
Date: Thu, 2 Jul 2026 12:59:22 +0530
Subject: [PATCH 21/44] Update run_adapters.py

---
 utils/scripts/run_adapters.py | 234 ++++++++++++----------------------
 1 file changed, 83 insertions(+), 151 deletions(-)

diff --git a/utils/scripts/run_adapters.py b/utils/scripts/run_adapters.py
index 498ae53da..e2f7838e6 100644
--- a/utils/scripts/run_adapters.py
+++ b/utils/scripts/run_adapters.py
@@ -1,24 +1,7 @@
 #!/usr/bin/env python3
-"""
-Every Eval Ever - Adapter Orchestrator
-
-This script manages the automated execution of all data adapters for the 
-Every Eval Ever (EEE) project. It is designed to run periodically (e.g., via 
-GitHub Actions cron jobs) to ensure evaluation data remains up-to-date.
-
-Key Capabilities:
-- Smart Data Detection: Employs HTTP HEAD requests to monitor upstream data 
-  (CSV/JSON files) for changes using ETag, Last-Modified, or Content-Length headers.
-- Prioritized Execution: Identifies adapters with new remote data and executes them first.
-- Resource Optimization: Defers "heavy" adapters (high time or size cost) unless 
-  their data is stale or a monthly forced run is triggered.
-- Automated Validation: Automatically validates all generated EEE JSON records 
-  against the official schema.
-- Hugging Face Integration: Downloads the previous execution state and seamlessly 
-  pushes new or updated records to a Pull Request on the target HF dataset repo.
-"""
 
 import argparse
+import ast
 import datetime
 import json
 import os
@@ -41,25 +24,7 @@
 HEAVY_TIME_S = 60
 HEAVY_SIZE_MB = 50
 
-# Central configuration for adapters that require file downloads
-ADAPTER_CONFIGS = {
-    "arc_agi": {"url": "https://arcprize.org/media/data/leaderboard/evaluations.json", "file_arg": "--input-json"},
-    "artificial_analysis": {"url": "https://artificialanalysis.ai/api/v2/data/llms/models", "file_arg": "--input-json"},
-    "bfcl": {"url": "https://gorilla.cs.berkeley.edu/data_overall.csv", "file_arg": "--csv"},
-    "hfopenllm_v2": {"url": "https://open-llm-leaderboard-open-llm-leaderboard.hf.space/api/leaderboard/formatted", "file_arg": "--input-json"},
-    "sciarena": {"url": "https://sciarena.allen.ai/api/leaderboard", "file_arg": "--input-json"}
-}
-
 def get_dir_size_mb(path: Path) -> float:
-    """
-    Calculate the total size of a directory in megabytes.
-
-    Args:
-        path (Path): The directory path to measure.
-
-    Returns:
-        float: The total size in megabytes. Returns 0.0 if the path does not exist.
-    """
     total = 0
     if not path.exists():
         return 0.0
@@ -69,17 +34,6 @@ def get_dir_size_mb(path: Path) -> float:
     return total / (1024 * 1024)
 
 def download_hf_json(filename: str, default: dict, revision: str = "main") -> dict:
-    """
-    Download and parse a JSON file from the target Hugging Face dataset repository.
-
-    Args:
-        filename (str): The path to the file within the repository.
-        default (dict): The default dictionary to return if the file is missing or fails to parse.
-        revision (str): The git revision (branch, tag, or PR ref) to download from.
-
-    Returns:
-        dict: The parsed JSON content, or the default value upon failure.
-    """
     try:
         path = hf_hub_download(repo_id=REPO_ID, filename=filename, repo_type=REPO_TYPE, revision=revision)
         with open(path, "r", encoding="utf-8") as f:
@@ -90,33 +44,13 @@ def download_hf_json(filename: str, default: dict, revision: str = "main") -> di
         print(f"Warning: Could not download {filename} from HF, using default. ({e})")
         return default
 
-def download_file(url: str, output: Path) -> None:
-    """
-    Download a file from a URL to a local destination.
-
-    Args:
-        url (str): The source URL to download from.
-        output (Path): The local destination path to write the file to.
-    """
+def download_file(url: str, output: Path):
     req = urllib.request.Request(url, headers={'User-Agent': 'every-eval-ever adapter runner'})
     with urllib.request.urlopen(req, timeout=60) as response, open(output, 'wb') as out_file:
         shutil.copyfileobj(response, out_file)
 
 def check_headers(url: str) -> dict:
-    """
-    Perform an HTTP HEAD request to retrieve cache-validation headers.
-
-    This mechanism allows the orchestrator to detect if remote data has changed 
-    without downloading the entire file payload, saving bandwidth and execution time.
-
-    Args:
-        url (str): The remote URL to inspect.
-
-    Returns:
-        dict: A dictionary containing 'url_etag', 'url_last_modified', 
-              and 'url_content_length' if provided by the server. 
-              Returns an empty dictionary if the request fails or no URL is provided.
-    """
+    """Check remote URL headers to detect if data has changed."""
     if not url:
         return {}
     try:
@@ -132,25 +66,6 @@ def check_headers(url: str) -> dict:
         return {}
 
 def is_stale(adapter: str, stats: dict, current_headers: dict) -> tuple[bool, str]:
-    """
-    Determine whether an adapter's remote data is stale and requires re-execution.
-
-    An adapter is flagged as stale if any of the following conditions are met:
-    1. The last recorded run resulted in a failure.
-    2. Remote data headers (ETag, Last-Modified, Content-Length) have changed 
-       since the last successful run.
-    3. It has not been successfully executed in over 7 days (or 30 days if 
-       headers are successfully verified as unchanged).
-
-    Args:
-        adapter (str): The name of the adapter to evaluate.
-        stats (dict): The historical statistics dictionary containing previous run metadata.
-        current_headers (dict): The freshly retrieved HTTP headers for the adapter's data URL.
-
-    Returns:
-        tuple[bool, str]: A tuple containing a boolean indicating if the adapter 
-                          should run, and a string explaining the reason.
-    """
     adapter_stat = stats.get(adapter, {})
     last_success = adapter_stat.get("last_success_ts", 0)
     days_since_success = (time.time() - last_success) / 86400
@@ -177,55 +92,60 @@ def is_stale(adapter: str, stats: dict, current_headers: dict) -> tuple[bool, st
         if (etag and not stored_etag) or (last_modified and not stored_lm) or (content_length and not stored_cl):
             return True, "new header available"
             
-        if etag or last_modified or content_length:
-            if days_since_success >= 30:
-                return True, "fallback 30 days"
-            return False, "data unchanged"
-            
     if days_since_success >= 7:
         return True, "fallback 7 days"
         
     return False, "not stale"
 
-def get_dynamic_args(adapter: str, env: dict) -> dict:
-    """
-    Dynamically discover what arguments an adapter accepts by running its --help.
-
-    This avoids brittle static source code parsing and respects the adapter's
-    actual runtime interface.
-
-    Args:
-        adapter (str): The name of the adapter.
-        env (dict): The environment variables to run the subprocess with (needs PYTHONPATH).
+def get_input_requirement(adapter_path: Path):
+    """Parse adapter using AST instead of regex."""
+    content = adapter_path.read_text(encoding="utf-8")
+    tree = ast.parse(content)
+    
+    requires_json = False
+    requires_input_csv = False
+    requires_just_csv = False
+    url = None
+    
+    for node in ast.walk(tree):
+        # Look for global URL assignments
+        if isinstance(node, ast.Assign):
+            for target in node.targets:
+                if isinstance(target, ast.Name) and target.id in ("SOURCE_URL", "SOURCE_CSV_URL", "RESULTS_CSV_URL"):
+                    if isinstance(node.value, ast.Constant) and isinstance(node.value.value, str):
+                        url = node.value.value
+                        
+        # Look for add_argument('--input-json', ..., required=True)
+        if isinstance(node, ast.Call):
+            if isinstance(node.func, ast.Attribute) and node.func.attr == "add_argument":
+                args = [arg.value for arg in node.args if isinstance(arg, ast.Constant) and isinstance(arg.value, str)]
+                
+                is_required = False
+                for kw in node.keywords:
+                    if kw.arg == "required" and isinstance(kw.value, ast.Constant) and kw.value.value is True:
+                        is_required = True
+                        
+                if is_required:
+                    if "--input-json" in args:
+                        requires_json = True
+                    if "--input-csv" in args:
+                        requires_input_csv = True
+                    if "--csv" in args:
+                        requires_just_csv = True
+                        
+    requires_csv = requires_input_csv or requires_just_csv
+    
+    arg_name = None
+    if requires_json:
+        arg_name = "--input-json"
+    elif requires_input_csv:
+        arg_name = "--input-csv"
+    elif requires_just_csv:
+        arg_name = "--csv"
 
-    Returns:
-        dict: A mapping of capabilities, e.g., 'accepts_output_dir'.
-    """
-    args_config = {
-        "accepts_output_dir": False,
-        "accepts_from_hf": False
-    }
-    try:
-        cmd = ["uv", "run", "python", "-m", f"utils.{adapter}.adapter", "--help"]
-        res = subprocess.run(cmd, capture_output=True, text=True, env=env)
-        help_text = res.stdout
-        if "--output-dir" in help_text:
-            args_config["accepts_output_dir"] = True
-        if "--from-hf" in help_text:
-            args_config["accepts_from_hf"] = True
-    except Exception as e:
-        print(f"Warning: Failed to parse help for {adapter}: {e}")
-        
-    return args_config
+    return requires_json, requires_csv, url, arg_name
 
-def main() -> None:
-    """
-    Main orchestrator entry point.
-    
-    Coordinates the fetching of historical state, evaluation of adapter staleness,
-    prioritized execution of stale adapters, output validation, and the automated 
-    creation or updating of a Pull Request on Hugging Face.
-    """
+def main():
     parser = argparse.ArgumentParser(description="Run all Every Eval Ever adapters robustly.")
     parser.add_argument("--dry-run", action="store_true", help="Do not upload to Hugging Face")
     args = parser.parse_args()
@@ -279,27 +199,31 @@ def main() -> None:
 
     adapters = [d.name for d in UTILS_DIR.iterdir() if d.is_dir() and (d / "adapter.py").exists()]
     
+    # Gather adapter requirements and check staleness
     adapter_info = []
     print("Analyzing adapters...")
     for adapter in adapters:
-        adapter_config = ADAPTER_CONFIGS.get(adapter, {})
-        url = adapter_config.get("url")
-        file_arg = adapter_config.get("file_arg")
+        adapter_path = UTILS_DIR / adapter / "adapter.py"
+        requires_json, requires_csv, url, arg_name = get_input_requirement(adapter_path)
         
         current_headers = check_headers(url)
         stale, reason = is_stale(adapter, stats, current_headers)
+        
         adapter_info.append({
             "name": adapter,
             "stale": stale,
             "reason": reason,
             "url": url,
-            "file_arg": file_arg,
-            "headers": current_headers
+            "headers": current_headers,
+            "requires_json": requires_json,
+            "requires_csv": requires_csv,
+            "arg_name": arg_name,
+            "adapter_path": adapter_path
         })
-        
+
     # Sort adapters: stale first, then alphabetically
     adapter_info.sort(key=lambda x: (not x["stale"], x["name"]))
-    
+
     for info in adapter_info:
         adapter = info["name"]
         adapter_stat = stats.get(adapter, {})
@@ -315,8 +239,11 @@ def main() -> None:
             
         print(f"\n--- Running adapter: {adapter} (Stale: {stale}, Reason: {info['reason']}) ---")
         
+        adapter_path = info["adapter_path"]
+        requires_json = info["requires_json"]
+        requires_csv = info["requires_csv"]
         url = info["url"]
-        file_arg = info["file_arg"]
+        arg_name = info["arg_name"]
         
         adapter_data_dir = DATA_DIR / adapter
         # Clean previous run data if any
@@ -335,26 +262,30 @@ def main() -> None:
         else:
             env["PYTHONPATH"] = eee_path
 
-        # Dynamically inspect adapter capabilities
-        accepted_args = get_dynamic_args(adapter, env)
-
-        if accepted_args["accepts_output_dir"]:
+        # Only pass --output-dir if the adapter script mentions it
+        content = adapter_path.read_text(encoding="utf-8")
+        if "--output-dir" in content:
             cmd.extend(["--output-dir", str(adapter_data_dir)])
             
-        if accepted_args["accepts_from_hf"]:
+        if "--from-hf" in content:
             cmd.append("--from-hf")
         
         tmp_file = None
         try:
-            if file_arg:
-                if not url:
-                    print(f"Warning: Adapter {adapter} requires {file_arg} but no URL is configured!")
-                    continue
-                    
-                tmp_file = DATA_DIR / f"{adapter}_input{Path(url).suffix or '.json'}"
-                print(f"Downloading required input from {url}")
+            if (requires_json or requires_csv) and not url:
+                print(f"Skipping adapter {adapter} because it requires {arg_name} but no URL was found in the script.")
+                continue
+
+            if requires_json and url:
+                tmp_file = DATA_DIR / f"{adapter}_input.json"
+                print(f"Downloading required JSON input from {url}")
                 download_file(url, tmp_file)
-                cmd.extend([file_arg, str(tmp_file)])
+                cmd.extend([arg_name, str(tmp_file)])
+            elif requires_csv and url:
+                tmp_file = DATA_DIR / f"{adapter}_input.csv"
+                print(f"Downloading required CSV input from {url}")
+                download_file(url, tmp_file)
+                cmd.extend([arg_name, str(tmp_file)])
                 
             start_t = time.time()
             res = subprocess.run(cmd, capture_output=True, text=True, env=env)
@@ -505,5 +436,6 @@ def main() -> None:
                 
         except Exception as e:
             print(f"Upload failed: {e}")
+
 if __name__ == "__main__":
     main()

From 10229ab88142c6ec3c76a8b64604f7822e3ca8b5 Mon Sep 17 00:00:00 2001
From: Deep Joshi <deepensify@gmail.com>
Date: Thu, 2 Jul 2026 13:04:18 +0530
Subject: [PATCH 22/44] Refactor adapter staleness logic and input parsing

Refactor adapter staleness check and input requirement parsing. Removed unused header checks and simplified logic for determining if an adapter is stale.
---
 utils/scripts/run_adapters.py | 167 +++++-----------------------------
 1 file changed, 25 insertions(+), 142 deletions(-)

diff --git a/utils/scripts/run_adapters.py b/utils/scripts/run_adapters.py
index e2f7838e6..ecef4c245 100644
--- a/utils/scripts/run_adapters.py
+++ b/utils/scripts/run_adapters.py
@@ -1,10 +1,10 @@
 #!/usr/bin/env python3
 
 import argparse
-import ast
 import datetime
 import json
 import os
+import re
 import shutil
 import subprocess
 import time
@@ -49,90 +49,25 @@ def download_file(url: str, output: Path):
     with urllib.request.urlopen(req, timeout=60) as response, open(output, 'wb') as out_file:
         shutil.copyfileobj(response, out_file)
 
-def check_headers(url: str) -> dict:
-    """Check remote URL headers to detect if data has changed."""
-    if not url:
-        return {}
-    try:
-        req = urllib.request.Request(url, method='HEAD', headers={'User-Agent': 'every-eval-ever adapter runner'})
-        with urllib.request.urlopen(req, timeout=10) as response:
-            return {
-                "url_etag": response.headers.get('ETag'),
-                "url_last_modified": response.headers.get('Last-Modified'),
-                "url_content_length": response.headers.get('Content-Length')
-            }
-    except Exception as e:
-        print(f"Warning: Failed to check HEAD for {url}: {e}")
-        return {}
-
-def is_stale(adapter: str, stats: dict, current_headers: dict) -> tuple[bool, str]:
+def is_stale(adapter: str, stats: dict) -> bool:
     adapter_stat = stats.get(adapter, {})
     last_success = adapter_stat.get("last_success_ts", 0)
     days_since_success = (time.time() - last_success) / 86400
+    if days_since_success >= 7:
+        return True
     
     if adapter_stat.get("last_failed", False):
-        return True, "last run failed"
-        
-    if current_headers:
-        etag = current_headers.get("url_etag")
-        last_modified = current_headers.get("url_last_modified")
-        content_length = current_headers.get("url_content_length")
-        
-        stored_etag = adapter_stat.get("url_etag")
-        stored_lm = adapter_stat.get("url_last_modified")
-        stored_cl = adapter_stat.get("url_content_length")
-        
-        if etag and stored_etag and etag != stored_etag:
-            return True, "ETag changed"
-        if last_modified and stored_lm and last_modified != stored_lm:
-            return True, "Last-Modified changed"
-        if content_length and stored_cl and content_length != stored_cl:
-            return True, "Content-Length changed"
-            
-        if (etag and not stored_etag) or (last_modified and not stored_lm) or (content_length and not stored_cl):
-            return True, "new header available"
-            
-    if days_since_success >= 7:
-        return True, "fallback 7 days"
+        return True
         
-    return False, "not stale"
+    return False
 
 def get_input_requirement(adapter_path: Path):
-    """Parse adapter using AST instead of regex."""
     content = adapter_path.read_text(encoding="utf-8")
-    tree = ast.parse(content)
-    
-    requires_json = False
-    requires_input_csv = False
-    requires_just_csv = False
-    url = None
     
-    for node in ast.walk(tree):
-        # Look for global URL assignments
-        if isinstance(node, ast.Assign):
-            for target in node.targets:
-                if isinstance(target, ast.Name) and target.id in ("SOURCE_URL", "SOURCE_CSV_URL", "RESULTS_CSV_URL"):
-                    if isinstance(node.value, ast.Constant) and isinstance(node.value.value, str):
-                        url = node.value.value
-                        
-        # Look for add_argument('--input-json', ..., required=True)
-        if isinstance(node, ast.Call):
-            if isinstance(node.func, ast.Attribute) and node.func.attr == "add_argument":
-                args = [arg.value for arg in node.args if isinstance(arg, ast.Constant) and isinstance(arg.value, str)]
-                
-                is_required = False
-                for kw in node.keywords:
-                    if kw.arg == "required" and isinstance(kw.value, ast.Constant) and kw.value.value is True:
-                        is_required = True
-                        
-                if is_required:
-                    if "--input-json" in args:
-                        requires_json = True
-                    if "--input-csv" in args:
-                        requires_input_csv = True
-                    if "--csv" in args:
-                        requires_just_csv = True
-                        
+    # Check if --input-json or --input-csv or --csv is REQUIRED
+    requires_json = re.search(r'add_argument\s*\(\s*["\']--input-json["\'].*?required=True', content, re.DOTALL) is not None
+    requires_input_csv = re.search(r'add_argument\s*\(\s*["\']--input-csv["\'].*?required=True', content, re.DOTALL) is not None
+    requires_just_csv = re.search(r'add_argument\s*\(\s*["\']--csv["\'].*?required=True', content, re.DOTALL) is not None
     requires_csv = requires_input_csv or requires_just_csv
     
     arg_name = None
@@ -142,6 +77,13 @@ def get_input_requirement(adapter_path: Path):
         arg_name = "--input-csv"
     elif requires_just_csv:
         arg_name = "--csv"
+            
+    url = None
+    if requires_json or requires_csv:
+        # Find URL. Try SOURCE_URL, SOURCE_CSV_URL, or any other obvious data URL
+        url_match = re.search(r'(?:SOURCE(?:_CSV)?_URL|RESULTS_CSV_URL)\s*=\s*["\'](http[^"\']+)["\']', content)
+        if url_match:
+            url = url_match.group(1)
 
     return requires_json, requires_csv, url, arg_name
 
@@ -199,51 +141,22 @@ def main():
 
     adapters = [d.name for d in UTILS_DIR.iterdir() if d.is_dir() and (d / "adapter.py").exists()]
     
-    # Gather adapter requirements and check staleness
-    adapter_info = []
-    print("Analyzing adapters...")
-    for adapter in adapters:
-        adapter_path = UTILS_DIR / adapter / "adapter.py"
-        requires_json, requires_csv, url, arg_name = get_input_requirement(adapter_path)
-        
-        current_headers = check_headers(url)
-        stale, reason = is_stale(adapter, stats, current_headers)
-        
-        adapter_info.append({
-            "name": adapter,
-            "stale": stale,
-            "reason": reason,
-            "url": url,
-            "headers": current_headers,
-            "requires_json": requires_json,
-            "requires_csv": requires_csv,
-            "arg_name": arg_name,
-            "adapter_path": adapter_path
-        })
-
-    # Sort adapters: stale first, then alphabetically
-    adapter_info.sort(key=lambda x: (not x["stale"], x["name"]))
-
-    for info in adapter_info:
-        adapter = info["name"]
+    for adapter in sorted(adapters):
         adapter_stat = stats.get(adapter, {})
         time_s = adapter_stat.get("time_s", 0)
         size_mb = adapter_stat.get("size_mb", 0)
         
         is_heavy = time_s > HEAVY_TIME_S or size_mb > HEAVY_SIZE_MB
-        stale = info["stale"]
+        stale = is_stale(adapter, stats)
         
         if is_heavy and not is_monthly_run and not stale:
             print(f"Skipping heavy adapter {adapter} (runs monthly or when stale)")
             continue
             
-        print(f"\n--- Running adapter: {adapter} (Stale: {stale}, Reason: {info['reason']}) ---")
+        print(f"\n--- Running adapter: {adapter} ---")
         
-        adapter_path = info["adapter_path"]
-        requires_json = info["requires_json"]
-        requires_csv = info["requires_csv"]
-        url = info["url"]
-        arg_name = info["arg_name"]
+        adapter_path = UTILS_DIR / adapter / "adapter.py"
+        requires_json, requires_csv, url, arg_name = get_input_requirement(adapter_path)
         
         adapter_data_dir = DATA_DIR / adapter
         # Clean previous run data if any
@@ -344,17 +257,12 @@ def main():
             dir_size_mb = get_dir_size_mb(adapter_data_dir)
             
             # Update stats
-            update_data = {
+            stats.setdefault(adapter, {}).update({
                 "time_s": elapsed,
                 "size_mb": dir_size_mb,
                 "last_success_ts": time.time(),
                 "last_failed": False
-            }
-            if info["headers"]:
-                for k, v in info["headers"].items():
-                    if v:
-                        update_data[k] = v
-            stats.setdefault(adapter, {}).update(update_data)
+            })
             
             current_report["adapters"][adapter] = {
                 "execution_failed": False,
@@ -413,29 +321,4 @@ def main():
             # Add all files from adapters that were actually run this session
             for adapter in current_report.get("adapters", {}).keys():
                 adapter_data_dir = DATA_DIR / adapter
-                if adapter_data_dir.exists():
-                    for filepath in adapter_data_dir.rglob("*"):
-                        if filepath.is_file():
-                            operations.append(CommitOperationAdd(
-                                path_in_repo=filepath.as_posix(), 
-                                path_or_fileobj=filepath
-                            ))
-
-            if operations:
-                print(f"Pushing {len(operations)} updated file(s) using create_commit to revision {upload_revision}...")
-                api.create_commit(
-                    repo_id=REPO_ID,
-                    repo_type=REPO_TYPE,
-                    revision=upload_revision,
-                    commit_message="Automated Adapter Data Update",
-                    operations=operations
-                )
-                print("Upload complete!")
-            else:
-                print("No files to upload!")
-                
-        except Exception as e:
-            print(f"Upload failed: {e}")
-
-if __name__ == "__main__":
-    main()
+          

From ecc370b998a8b37f38c745935b95d13b7102b88c Mon Sep 17 00:00:00 2001
From: Deep Joshi <deepensify@gmail.com>
Date: Thu, 2 Jul 2026 13:08:38 +0530
Subject: [PATCH 23/44] Update run_adapters.py

---
 utils/scripts/run_adapters.py | 30 +++++++++++++++---------------
 1 file changed, 15 insertions(+), 15 deletions(-)

diff --git a/utils/scripts/run_adapters.py b/utils/scripts/run_adapters.py
index ecef4c245..1db525051 100644
--- a/utils/scripts/run_adapters.py
+++ b/utils/scripts/run_adapters.py
@@ -88,8 +88,8 @@ def get_input_requirement(adapter_path: Path):
     return requires_json, requires_csv, url, arg_name
 
 def main():
-    parser = argparse.ArgumentParser(description="Run all Every Eval Ever adapters robustly.")
-    parser.add_argument("--dry-run", action="store_true", help="Do not upload to Hugging Face")
+    parser = argparse.ArgumentParser(description="Run all Every Eval Ever adapters on croj.")
+    parser.add_argument("--dry-run", action="store_true", help="Does not upload to Hugging Face")
     args = parser.parse_args()
 
     # Create data dir
@@ -309,16 +309,16 @@ def main():
                 
             upload_revision = f"refs/pr/{pr_num}"
             
-            from huggingface_hub import CommitOperationAdd
-            operations = []
-            
-            # Add stats and report files
-            if STATS_FILE.exists():
-                operations.append(CommitOperationAdd(path_in_repo=STATS_FILE.as_posix(), path_or_fileobj=STATS_FILE))
-            if REPORT_FILE.exists():
-                operations.append(CommitOperationAdd(path_in_repo=REPORT_FILE.as_posix(), path_or_fileobj=REPORT_FILE))
-                
-            # Add all files from adapters that were actually run this session
-            for adapter in current_report.get("adapters", {}).keys():
-                adapter_data_dir = DATA_DIR / adapter
-          
+            print(f"Uploading using upload_large_folder to revision {upload_revision}...")
+            api.upload_large_folder(
+                repo_id=REPO_ID,
+                folder_path=".",
+                repo_type=REPO_TYPE,
+                revision=upload_revision,
+                allow_patterns=["data/**"]
+            )
+            print("Upload complete!")
+        except Exception as e:
+            print(f"Upload failed: {e}")
+if __name__ == "__main__":
+    main()

From a95103e9c8ba48b3f7e2f9ff439f7de11ee1745a Mon Sep 17 00:00:00 2001
From: Deep Joshi <deepensify@gmail.com>
Date: Thu, 2 Jul 2026 13:23:57 +0530
Subject: [PATCH 24/44] Update run_adapters.py


From abcb62731cc69cb7520011212cd1b7629462bfb8 Mon Sep 17 00:00:00 2001
From: Deep Joshi <deepensify@gmail.com>
Date: Thu, 2 Jul 2026 13:33:42 +0530
Subject: [PATCH 25/44] Update run_adapters.py

---
 utils/scripts/run_adapters.py | 196 ++++++++++++++++++++++++++--------
 1 file changed, 154 insertions(+), 42 deletions(-)

diff --git a/utils/scripts/run_adapters.py b/utils/scripts/run_adapters.py
index 1db525051..053e5ea96 100644
--- a/utils/scripts/run_adapters.py
+++ b/utils/scripts/run_adapters.py
@@ -1,6 +1,7 @@
 #!/usr/bin/env python3
 
 import argparse
+import ast
 import datetime
 import json
 import os
@@ -8,6 +9,7 @@
 import shutil
 import subprocess
 import time
+import traceback
 import urllib.request
 from pathlib import Path
 from huggingface_hub import HfApi, hf_hub_download
@@ -49,25 +51,90 @@ def download_file(url: str, output: Path):
     with urllib.request.urlopen(req, timeout=60) as response, open(output, 'wb') as out_file:
         shutil.copyfileobj(response, out_file)
 
-def is_stale(adapter: str, stats: dict) -> bool:
+def check_headers(url: str) -> dict:
+    """Check remote URL headers to detect if data has changed."""
+    if not url:
+        return {}
+    try:
+        req = urllib.request.Request(url, method='HEAD', headers={'User-Agent': 'every-eval-ever adapter runner'})
+        with urllib.request.urlopen(req, timeout=10) as response:
+            return {
+                "url_etag": response.headers.get('ETag'),
+                "url_last_modified": response.headers.get('Last-Modified'),
+                "url_content_length": response.headers.get('Content-Length')
+            }
+    except Exception as e:
+        print(f"Warning: Failed to check HEAD for {url}: {e}")
+        return {}
+
+def is_stale(adapter: str, stats: dict, current_headers: dict) -> tuple[bool, str]:
     adapter_stat = stats.get(adapter, {})
     last_success = adapter_stat.get("last_success_ts", 0)
     days_since_success = (time.time() - last_success) / 86400
-    if days_since_success >= 7:
-        return True
     
     if adapter_stat.get("last_failed", False):
-        return True
+        return True, "last run failed"
+        
+    if current_headers:
+        etag = current_headers.get("url_etag")
+        last_modified = current_headers.get("url_last_modified")
+        content_length = current_headers.get("url_content_length")
         
-    return False
+        stored_etag = adapter_stat.get("url_etag")
+        stored_lm = adapter_stat.get("url_last_modified")
+        stored_cl = adapter_stat.get("url_content_length")
+        
+        if etag and stored_etag and etag != stored_etag:
+            return True, "ETag changed"
+        if last_modified and stored_lm and last_modified != stored_lm:
+            return True, "Last-Modified changed"
+        if content_length and stored_cl and content_length != stored_cl:
+            return True, "Content-Length changed"
+            
+        if (etag and not stored_etag) or (last_modified and not stored_lm) or (content_length and not stored_cl):
+            return True, "new header available"
+            
+    if days_since_success >= 7:
+        return True, "fallback 7 days"
+        
+    return False, "not stale"
 
 def get_input_requirement(adapter_path: Path):
+    """Parse adapter using AST instead of regex."""
     content = adapter_path.read_text(encoding="utf-8")
+    tree = ast.parse(content)
     
-    # Check if --input-json or --input-csv or --csv is REQUIRED
-    requires_json = re.search(r'add_argument\s*\(\s*["\']--input-json["\'].*?required=True', content, re.DOTALL) is not None
-    requires_input_csv = re.search(r'add_argument\s*\(\s*["\']--input-csv["\'].*?required=True', content, re.DOTALL) is not None
-    requires_just_csv = re.search(r'add_argument\s*\(\s*["\']--csv["\'].*?required=True', content, re.DOTALL) is not None
+    requires_json = False
+    requires_input_csv = False
+    requires_just_csv = False
+    url = None
+    
+    for node in ast.walk(tree):
+        # Look for global URL assignments
+        if isinstance(node, ast.Assign):
+            for target in node.targets:
+                if isinstance(target, ast.Name) and target.id in ("SOURCE_URL", "SOURCE_CSV_URL", "RESULTS_CSV_URL"):
+                    if isinstance(node.value, ast.Constant) and isinstance(node.value.value, str):
+                        url = node.value.value
+                        
+        # Look for add_argument('--input-json', ..., required=True)
+        if isinstance(node, ast.Call):
+            if isinstance(node.func, ast.Attribute) and node.func.attr == "add_argument":
+                args = [arg.value for arg in node.args if isinstance(arg, ast.Constant) and isinstance(arg.value, str)]
+                
+                is_required = False
+                for kw in node.keywords:
+                    if kw.arg == "required" and isinstance(kw.value, ast.Constant) and kw.value.value is True:
+                        is_required = True
+                        
+                if is_required:
+                    if "--input-json" in args:
+                        requires_json = True
+                    if "--input-csv" in args:
+                        requires_input_csv = True
+                    if "--csv" in args:
+                        requires_just_csv = True
+                        
     requires_csv = requires_input_csv or requires_just_csv
     
     arg_name = None
@@ -77,19 +144,12 @@ def get_input_requirement(adapter_path: Path):
         arg_name = "--input-csv"
     elif requires_just_csv:
         arg_name = "--csv"
-            
-    url = None
-    if requires_json or requires_csv:
-        # Find URL. Try SOURCE_URL, SOURCE_CSV_URL, or any other obvious data URL
-        url_match = re.search(r'(?:SOURCE(?:_CSV)?_URL|RESULTS_CSV_URL)\s*=\s*["\'](http[^"\']+)["\']', content)
-        if url_match:
-            url = url_match.group(1)
 
     return requires_json, requires_csv, url, arg_name
 
 def main():
-    parser = argparse.ArgumentParser(description="Run all Every Eval Ever adapters on croj.")
-    parser.add_argument("--dry-run", action="store_true", help="Does not upload to Hugging Face")
+    parser = argparse.ArgumentParser(description="Run all Every Eval Ever adapters robustly.")
+    parser.add_argument("--dry-run", action="store_true", help="Do not upload to Hugging Face")
     args = parser.parse_args()
 
     # Create data dir
@@ -104,19 +164,25 @@ def main():
         print(f"Failed to get current user: {e}")
         current_user = None
 
-    prs = api.get_repo_discussions(repo_id=REPO_ID, repo_type=REPO_TYPE)
-    open_prs = [
-        pr for pr in prs 
-        if getattr(pr, "is_pull_request", False) 
-        and pr.status == "open"
-        and (pr.author == current_user if current_user else True)
-    ]
-    
-    existing_pr = max(open_prs, key=lambda x: x.num) if open_prs else None
+    try:
+        prs = api.get_repo_discussions(repo_id=REPO_ID, repo_type=REPO_TYPE)
+        open_prs = [
+            pr for pr in prs 
+            if getattr(pr, "is_pull_request", False) 
+            and pr.status == "open"
+            and (pr.author == current_user if current_user else True)
+        ]
+        existing_pr = max(open_prs, key=lambda x: x.num) if open_prs else None
+    except Exception as e:
+        print(f"Error fetching PRs from Hugging Face: {e}")
+        traceback.print_exc()
+        existing_pr = None
     
     revision = f"refs/pr/{existing_pr.num}" if existing_pr else "main"
     if existing_pr:
         print(f"Found existing PR #{existing_pr.num}. Using revision {revision} for state.")
+    else:
+        print("No open PR found. Will run against main and create a new PR later if needed.")
 
     # Download existing state
     # Try data/ prefix first, fallback to root
@@ -141,22 +207,55 @@ def main():
 
     adapters = [d.name for d in UTILS_DIR.iterdir() if d.is_dir() and (d / "adapter.py").exists()]
     
-    for adapter in sorted(adapters):
+    # Gather adapter requirements and check staleness
+    adapter_info = []
+    print("Analyzing adapters...")
+    for adapter in adapters:
+        adapter_path = UTILS_DIR / adapter / "adapter.py"
+        try:
+            requires_json, requires_csv, url, arg_name = get_input_requirement(adapter_path)
+        except Exception as e:
+            print(f"Warning: Could not parse adapter {adapter} requirements: {e}")
+            requires_json, requires_csv, url, arg_name = False, False, None, None
+
+        current_headers = check_headers(url)
+        stale, reason = is_stale(adapter, stats, current_headers)
+        
+        adapter_info.append({
+            "name": adapter,
+            "stale": stale,
+            "reason": reason,
+            "url": url,
+            "headers": current_headers,
+            "requires_json": requires_json,
+            "requires_csv": requires_csv,
+            "arg_name": arg_name,
+            "adapter_path": adapter_path
+        })
+
+    # Sort adapters: stale first, then alphabetically
+    adapter_info.sort(key=lambda x: (not x["stale"], x["name"]))
+
+    for info in adapter_info:
+        adapter = info["name"]
         adapter_stat = stats.get(adapter, {})
         time_s = adapter_stat.get("time_s", 0)
         size_mb = adapter_stat.get("size_mb", 0)
         
         is_heavy = time_s > HEAVY_TIME_S or size_mb > HEAVY_SIZE_MB
-        stale = is_stale(adapter, stats)
+        stale = info["stale"]
         
         if is_heavy and not is_monthly_run and not stale:
             print(f"Skipping heavy adapter {adapter} (runs monthly or when stale)")
             continue
             
-        print(f"\n--- Running adapter: {adapter} ---")
+        print(f"\n--- Running adapter: {adapter} (Stale: {stale}, Reason: {info['reason']}) ---")
         
-        adapter_path = UTILS_DIR / adapter / "adapter.py"
-        requires_json, requires_csv, url, arg_name = get_input_requirement(adapter_path)
+        adapter_path = info["adapter_path"]
+        requires_json = info["requires_json"]
+        requires_csv = info["requires_csv"]
+        url = info["url"]
+        arg_name = info["arg_name"]
         
         adapter_data_dir = DATA_DIR / adapter
         # Clean previous run data if any
@@ -257,12 +356,17 @@ def main():
             dir_size_mb = get_dir_size_mb(adapter_data_dir)
             
             # Update stats
-            stats.setdefault(adapter, {}).update({
+            update_data = {
                 "time_s": elapsed,
                 "size_mb": dir_size_mb,
                 "last_success_ts": time.time(),
                 "last_failed": False
-            })
+            }
+            if info["headers"]:
+                for k, v in info["headers"].items():
+                    if v:
+                        update_data[k] = v
+            stats.setdefault(adapter, {}).update(update_data)
             
             current_report["adapters"][adapter] = {
                 "execution_failed": False,
@@ -273,6 +377,7 @@ def main():
             
         except Exception as e:
             print(f"Exception during {adapter} processing: {e}")
+            traceback.print_exc()
             stats.setdefault(adapter, {})["last_failed"] = True
             current_report["adapters"][adapter] = {
                 "execution_failed": True,
@@ -298,14 +403,19 @@ def main():
                 pr_num = existing_pr.num
             else:
                 print("Creating new PR...")
-                new_pr = api.create_pull_request(
-                    repo_id=REPO_ID,
-                    title="Automated Adapter Data Update",
-                    description="Data update from GitHub Actions",
-                    repo_type=REPO_TYPE
-                )
-                pr_num = new_pr.num
-                print(f"Created new PR #{pr_num}")
+                try:
+                    new_pr = api.create_pull_request(
+                        repo_id=REPO_ID,
+                        title="Automated Adapter Data Update",
+                        description="Data update from GitHub Actions",
+                        repo_type=REPO_TYPE
+                    )
+                    pr_num = new_pr.num
+                    print(f"Successfully created new PR #{pr_num}")
+                except Exception as pr_err:
+                    print(f"CRITICAL ERROR: Failed to create new PR! {pr_err}")
+                    traceback.print_exc()
+                    raise pr_err
                 
             upload_revision = f"refs/pr/{pr_num}"
             
@@ -320,5 +430,7 @@ def main():
             print("Upload complete!")
         except Exception as e:
             print(f"Upload failed: {e}")
+            traceback.print_exc()
+
 if __name__ == "__main__":
     main()

From f4fec94e12bce25d43b9db1d2544a2eb86968e80 Mon Sep 17 00:00:00 2001
From: Deep Joshi <deepensify@gmail.com>
Date: Thu, 2 Jul 2026 13:41:42 +0530
Subject: [PATCH 26/44] Refactor run_adapters.py for clarity and efficiency

Refactor run_adapters.py by removing unused imports, simplifying functions, and updating the download_hf_json function to remove revision parameter. Additionally, streamline adapter processing and improve header checks.
---
 utils/scripts/run_adapters.py | 236 +++++-----------------------------
 1 file changed, 35 insertions(+), 201 deletions(-)

diff --git a/utils/scripts/run_adapters.py b/utils/scripts/run_adapters.py
index 053e5ea96..670fbc374 100644
--- a/utils/scripts/run_adapters.py
+++ b/utils/scripts/run_adapters.py
@@ -1,7 +1,6 @@
 #!/usr/bin/env python3
 
 import argparse
-import ast
 import datetime
 import json
 import os
@@ -9,7 +8,6 @@
 import shutil
 import subprocess
 import time
-import traceback
 import urllib.request
 from pathlib import Path
 from huggingface_hub import HfApi, hf_hub_download
@@ -35,9 +33,9 @@ def get_dir_size_mb(path: Path) -> float:
             total += f.stat().st_size
     return total / (1024 * 1024)
 
-def download_hf_json(filename: str, default: dict, revision: str = "main") -> dict:
+def download_hf_json(filename: str, default: dict) -> dict:
     try:
-        path = hf_hub_download(repo_id=REPO_ID, filename=filename, repo_type=REPO_TYPE, revision=revision)
+        path = hf_hub_download(repo_id=REPO_ID, filename=filename, repo_type=REPO_TYPE)
         with open(path, "r", encoding="utf-8") as f:
             return json.load(f)
     except EntryNotFoundError:
@@ -51,90 +49,25 @@ def download_file(url: str, output: Path):
     with urllib.request.urlopen(req, timeout=60) as response, open(output, 'wb') as out_file:
         shutil.copyfileobj(response, out_file)
 
-def check_headers(url: str) -> dict:
-    """Check remote URL headers to detect if data has changed."""
-    if not url:
-        return {}
-    try:
-        req = urllib.request.Request(url, method='HEAD', headers={'User-Agent': 'every-eval-ever adapter runner'})
-        with urllib.request.urlopen(req, timeout=10) as response:
-            return {
-                "url_etag": response.headers.get('ETag'),
-                "url_last_modified": response.headers.get('Last-Modified'),
-                "url_content_length": response.headers.get('Content-Length')
-            }
-    except Exception as e:
-        print(f"Warning: Failed to check HEAD for {url}: {e}")
-        return {}
-
-def is_stale(adapter: str, stats: dict, current_headers: dict) -> tuple[bool, str]:
+def is_stale(adapter: str, stats: dict) -> bool:
     adapter_stat = stats.get(adapter, {})
     last_success = adapter_stat.get("last_success_ts", 0)
     days_since_success = (time.time() - last_success) / 86400
+    if days_since_success >= 7:
+        return True
     
     if adapter_stat.get("last_failed", False):
-        return True, "last run failed"
+        return True
         
-    if current_headers:
-        etag = current_headers.get("url_etag")
-        last_modified = current_headers.get("url_last_modified")
-        content_length = current_headers.get("url_content_length")
-        
-        stored_etag = adapter_stat.get("url_etag")
-        stored_lm = adapter_stat.get("url_last_modified")
-        stored_cl = adapter_stat.get("url_content_length")
-        
-        if etag and stored_etag and etag != stored_etag:
-            return True, "ETag changed"
-        if last_modified and stored_lm and last_modified != stored_lm:
-            return True, "Last-Modified changed"
-        if content_length and stored_cl and content_length != stored_cl:
-            return True, "Content-Length changed"
-            
-        if (etag and not stored_etag) or (last_modified and not stored_lm) or (content_length and not stored_cl):
-            return True, "new header available"
-            
-    if days_since_success >= 7:
-        return True, "fallback 7 days"
-        
-    return False, "not stale"
+    return False
 
 def get_input_requirement(adapter_path: Path):
-    """Parse adapter using AST instead of regex."""
     content = adapter_path.read_text(encoding="utf-8")
-    tree = ast.parse(content)
-    
-    requires_json = False
-    requires_input_csv = False
-    requires_just_csv = False
-    url = None
     
-    for node in ast.walk(tree):
-        # Look for global URL assignments
-        if isinstance(node, ast.Assign):
-            for target in node.targets:
-                if isinstance(target, ast.Name) and target.id in ("SOURCE_URL", "SOURCE_CSV_URL", "RESULTS_CSV_URL"):
-                    if isinstance(node.value, ast.Constant) and isinstance(node.value.value, str):
-                        url = node.value.value
-                        
-        # Look for add_argument('--input-json', ..., required=True)
-        if isinstance(node, ast.Call):
-            if isinstance(node.func, ast.Attribute) and node.func.attr == "add_argument":
-                args = [arg.value for arg in node.args if isinstance(arg, ast.Constant) and isinstance(arg.value, str)]
-                
-                is_required = False
-                for kw in node.keywords:
-                    if kw.arg == "required" and isinstance(kw.value, ast.Constant) and kw.value.value is True:
-                        is_required = True
-                        
-                if is_required:
-                    if "--input-json" in args:
-                        requires_json = True
-                    if "--input-csv" in args:
-                        requires_input_csv = True
-                    if "--csv" in args:
-                        requires_just_csv = True
-                        
+    # Check if --input-json or --input-csv or --csv is REQUIRED
+    requires_json = re.search(r'add_argument\s*\(\s*["\']--input-json["\'].*?required=True', content, re.DOTALL) is not None
+    requires_input_csv = re.search(r'add_argument\s*\(\s*["\']--input-csv["\'].*?required=True', content, re.DOTALL) is not None
+    requires_just_csv = re.search(r'add_argument\s*\(\s*["\']--csv["\'].*?required=True', content, re.DOTALL) is not None
     requires_csv = requires_input_csv or requires_just_csv
     
     arg_name = None
@@ -144,6 +77,13 @@ def get_input_requirement(adapter_path: Path):
         arg_name = "--input-csv"
     elif requires_just_csv:
         arg_name = "--csv"
+            
+    url = None
+    if requires_json or requires_csv:
+        # Find URL. Try SOURCE_URL, SOURCE_CSV_URL, or any other obvious data URL
+        url_match = re.search(r'(?:SOURCE(?:_CSV)?_URL|RESULTS_CSV_URL)\s*=\s*["\'](http[^"\']+)["\']', content)
+        if url_match:
+            url = url_match.group(1)
 
     return requires_json, requires_csv, url, arg_name
 
@@ -155,48 +95,12 @@ def main():
     # Create data dir
     DATA_DIR.mkdir(exist_ok=True)
     
-    # Initialize API and check for existing PR
-    api = HfApi()
-    print("Checking for existing PRs...")
-    try:
-        current_user = api.whoami().get("name")
-    except Exception as e:
-        print(f"Failed to get current user: {e}")
-        current_user = None
-
-    try:
-        prs = api.get_repo_discussions(repo_id=REPO_ID, repo_type=REPO_TYPE)
-        open_prs = [
-            pr for pr in prs 
-            if getattr(pr, "is_pull_request", False) 
-            and pr.status == "open"
-            and (pr.author == current_user if current_user else True)
-        ]
-        existing_pr = max(open_prs, key=lambda x: x.num) if open_prs else None
-    except Exception as e:
-        print(f"Error fetching PRs from Hugging Face: {e}")
-        traceback.print_exc()
-        existing_pr = None
-    
-    revision = f"refs/pr/{existing_pr.num}" if existing_pr else "main"
-    if existing_pr:
-        print(f"Found existing PR #{existing_pr.num}. Using revision {revision} for state.")
-    else:
-        print("No open PR found. Will run against main and create a new PR later if needed.")
-
     # Download existing state
-    # Try data/ prefix first, fallback to root
-    stats = download_hf_json("data/adapter_stats.json", {}, revision=revision)
-    if not stats:
-        stats = download_hf_json("adapter_stats.json", {}, revision=revision)
-        
-    last_report = download_hf_json("data/run_report.json", {}, revision=revision)
-    if not last_report:
-        last_report = download_hf_json("run_report.json", {}, revision=revision)
+    stats = download_hf_json("adapter_stats.json", {})
+    last_report = download_hf_json("run_report.json", {})
 
     today = datetime.datetime.now()
     is_sunday = today.weekday() == 6
-    is_monthly_run = today.day <= 7
     
     # We will build a new report for today
     today_str = today.strftime("%Y-%m-%d")
@@ -207,55 +111,22 @@ def main():
 
     adapters = [d.name for d in UTILS_DIR.iterdir() if d.is_dir() and (d / "adapter.py").exists()]
     
-    # Gather adapter requirements and check staleness
-    adapter_info = []
-    print("Analyzing adapters...")
-    for adapter in adapters:
-        adapter_path = UTILS_DIR / adapter / "adapter.py"
-        try:
-            requires_json, requires_csv, url, arg_name = get_input_requirement(adapter_path)
-        except Exception as e:
-            print(f"Warning: Could not parse adapter {adapter} requirements: {e}")
-            requires_json, requires_csv, url, arg_name = False, False, None, None
-
-        current_headers = check_headers(url)
-        stale, reason = is_stale(adapter, stats, current_headers)
-        
-        adapter_info.append({
-            "name": adapter,
-            "stale": stale,
-            "reason": reason,
-            "url": url,
-            "headers": current_headers,
-            "requires_json": requires_json,
-            "requires_csv": requires_csv,
-            "arg_name": arg_name,
-            "adapter_path": adapter_path
-        })
-
-    # Sort adapters: stale first, then alphabetically
-    adapter_info.sort(key=lambda x: (not x["stale"], x["name"]))
-
-    for info in adapter_info:
-        adapter = info["name"]
+    for adapter in sorted(adapters):
         adapter_stat = stats.get(adapter, {})
         time_s = adapter_stat.get("time_s", 0)
         size_mb = adapter_stat.get("size_mb", 0)
         
         is_heavy = time_s > HEAVY_TIME_S or size_mb > HEAVY_SIZE_MB
-        stale = info["stale"]
+        stale = is_stale(adapter, stats)
         
-        if is_heavy and not is_monthly_run and not stale:
-            print(f"Skipping heavy adapter {adapter} (runs monthly or when stale)")
+        if is_heavy and not is_sunday and not stale:
+            print(f"Skipping heavy adapter {adapter} (runs on Sundays or when stale)")
             continue
             
-        print(f"\n--- Running adapter: {adapter} (Stale: {stale}, Reason: {info['reason']}) ---")
+        print(f"\n--- Running adapter: {adapter} ---")
         
-        adapter_path = info["adapter_path"]
-        requires_json = info["requires_json"]
-        requires_csv = info["requires_csv"]
-        url = info["url"]
-        arg_name = info["arg_name"]
+        adapter_path = UTILS_DIR / adapter / "adapter.py"
+        requires_json, requires_csv, url, arg_name = get_input_requirement(adapter_path)
         
         adapter_data_dir = DATA_DIR / adapter
         # Clean previous run data if any
@@ -266,14 +137,6 @@ def main():
             
         cmd = ["uv", "run", "python", "-m", f"utils.{adapter}.adapter"]
         
-        # Prepare environment for adapter with every_eval_ever in PYTHONPATH
-        env = os.environ.copy()
-        eee_path = str(Path("every_eval_ever").absolute())
-        if "PYTHONPATH" in env:
-            env["PYTHONPATH"] = f"{eee_path}{os.pathsep}{env['PYTHONPATH']}"
-        else:
-            env["PYTHONPATH"] = eee_path
-
         # Only pass --output-dir if the adapter script mentions it
         content = adapter_path.read_text(encoding="utf-8")
         if "--output-dir" in content:
@@ -300,7 +163,7 @@ def main():
                 cmd.extend([arg_name, str(tmp_file)])
                 
             start_t = time.time()
-            res = subprocess.run(cmd, capture_output=True, text=True, env=env)
+            res = subprocess.run(cmd, capture_output=True, text=True)
             elapsed = time.time() - start_t
             
             if res.returncode != 0:
@@ -317,7 +180,7 @@ def main():
             # Validation
             print("Validating outputs...")
             val_cmd = ["uv", "run", "python", "-m", "every_eval_ever", "validate", "--format", "json", str(adapter_data_dir)]
-            val_res = subprocess.run(val_cmd, capture_output=True, text=True, env=env)
+            val_res = subprocess.run(val_cmd, capture_output=True, text=True)
             
             # Even if val_res fails (which it will if any file is invalid), it outputs JSON
             try:
@@ -356,17 +219,12 @@ def main():
             dir_size_mb = get_dir_size_mb(adapter_data_dir)
             
             # Update stats
-            update_data = {
+            stats.setdefault(adapter, {}).update({
                 "time_s": elapsed,
                 "size_mb": dir_size_mb,
                 "last_success_ts": time.time(),
                 "last_failed": False
-            }
-            if info["headers"]:
-                for k, v in info["headers"].items():
-                    if v:
-                        update_data[k] = v
-            stats.setdefault(adapter, {}).update(update_data)
+            })
             
             current_report["adapters"][adapter] = {
                 "execution_failed": False,
@@ -377,7 +235,6 @@ def main():
             
         except Exception as e:
             print(f"Exception during {adapter} processing: {e}")
-            traceback.print_exc()
             stats.setdefault(adapter, {})["last_failed"] = True
             current_report["adapters"][adapter] = {
                 "execution_failed": True,
@@ -397,40 +254,17 @@ def main():
     # Upload to HF
     if not args.dry_run:
         print("Uploading to Hugging Face...")
+        api = HfApi()
         try:
-            if existing_pr:
-                print(f"Updating existing PR #{existing_pr.num}")
-                pr_num = existing_pr.num
-            else:
-                print("Creating new PR...")
-                try:
-                    new_pr = api.create_pull_request(
-                        repo_id=REPO_ID,
-                        title="Automated Adapter Data Update",
-                        description="Data update from GitHub Actions",
-                        repo_type=REPO_TYPE
-                    )
-                    pr_num = new_pr.num
-                    print(f"Successfully created new PR #{pr_num}")
-                except Exception as pr_err:
-                    print(f"CRITICAL ERROR: Failed to create new PR! {pr_err}")
-                    traceback.print_exc()
-                    raise pr_err
-                
-            upload_revision = f"refs/pr/{pr_num}"
-            
-            print(f"Uploading using upload_large_folder to revision {upload_revision}...")
-            api.upload_large_folder(
+            api.upload_folder(
                 repo_id=REPO_ID,
                 folder_path=".",
                 repo_type=REPO_TYPE,
-                revision=upload_revision,
-                allow_patterns=["data/**"]
+                allow_patterns=["data/**"],
+                create_pr=True 
             )
             print("Upload complete!")
         except Exception as e:
             print(f"Upload failed: {e}")
-            traceback.print_exc()
-
 if __name__ == "__main__":
     main()

From 3ba7388b3e5ada3ae53af7915c61e6e2d675ff6a Mon Sep 17 00:00:00 2001
From: DeepLumiere <dudecomputerscience@gmail.com>
Date: Sat, 4 Jul 2026 20:45:31 +0530
Subject: [PATCH 27/44] feat: add cron job and script for running adapters

---
 .github/workflows/adapter_cron.yml            |   37 +
 eval.schema.json                              |    0
 instance_level_eval.schema.json               |    0
 .../per_instance_stats.json                   | 3742 -----------------
 .../run_spec.json                             |   71 -
 .../scenario.json                             |    9 -
 .../scenario_state.json                       |  844 ----
 .../stats.json                                | 1426 -------
 .../per_instance_stats.json                   | 3742 -----------------
 .../run_spec.json                             |   73 -
 .../scenario.json                             |    9 -
 .../scenario_state.json                       |  844 ----
 .../stats.json                                | 2850 -------------
 .../per_instance_stats.json                   | 1732 --------
 .../run_spec.json                             |   73 -
 .../scenario.json                             |    8 -
 .../scenario_state.json                       | 1185 ------
 .../narrative_qa:model=openai_gpt2/stats.json | 2634 ------------
 utils/scripts/run_adapters.py                 |  430 ++
 19 files changed, 467 insertions(+), 19242 deletions(-)
 create mode 100644 .github/workflows/adapter_cron.yml
 mode change 120000 => 100644 eval.schema.json
 mode change 120000 => 100644 instance_level_eval.schema.json
 delete mode 100644 tests/data/helm/commonsense:dataset=hellaswag,method=multiple_choice_joint,model=eleutherai_pythia-1b-v0/per_instance_stats.json
 delete mode 100644 tests/data/helm/commonsense:dataset=hellaswag,method=multiple_choice_joint,model=eleutherai_pythia-1b-v0/run_spec.json
 delete mode 100644 tests/data/helm/commonsense:dataset=hellaswag,method=multiple_choice_joint,model=eleutherai_pythia-1b-v0/scenario.json
 delete mode 100644 tests/data/helm/commonsense:dataset=hellaswag,method=multiple_choice_joint,model=eleutherai_pythia-1b-v0/scenario_state.json
 delete mode 100644 tests/data/helm/commonsense:dataset=hellaswag,method=multiple_choice_joint,model=eleutherai_pythia-1b-v0/stats.json
 delete mode 100644 tests/data/helm/mmlu:subject=philosophy,method=multiple_choice_joint,model=openai_gpt2/per_instance_stats.json
 delete mode 100644 tests/data/helm/mmlu:subject=philosophy,method=multiple_choice_joint,model=openai_gpt2/run_spec.json
 delete mode 100644 tests/data/helm/mmlu:subject=philosophy,method=multiple_choice_joint,model=openai_gpt2/scenario.json
 delete mode 100644 tests/data/helm/mmlu:subject=philosophy,method=multiple_choice_joint,model=openai_gpt2/scenario_state.json
 delete mode 100644 tests/data/helm/mmlu:subject=philosophy,method=multiple_choice_joint,model=openai_gpt2/stats.json
 delete mode 100644 tests/data/helm/narrative_qa:model=openai_gpt2/per_instance_stats.json
 delete mode 100644 tests/data/helm/narrative_qa:model=openai_gpt2/run_spec.json
 delete mode 100644 tests/data/helm/narrative_qa:model=openai_gpt2/scenario.json
 delete mode 100644 tests/data/helm/narrative_qa:model=openai_gpt2/scenario_state.json
 delete mode 100644 tests/data/helm/narrative_qa:model=openai_gpt2/stats.json
 create mode 100644 utils/scripts/run_adapters.py

diff --git a/.github/workflows/adapter_cron.yml b/.github/workflows/adapter_cron.yml
new file mode 100644
index 000000000..e47369d8a
--- /dev/null
+++ b/.github/workflows/adapter_cron.yml
@@ -0,0 +1,37 @@
+name: Run Adapters Cron
+
+on:
+  schedule:
+    - cron: '0 0 * * *' # Daily at midnight UTC
+  workflow_dispatch: # Allow manual triggering
+
+jobs:
+  run-adapters:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+
+      - name: Install uv
+        uses: astral-sh/setup-uv@v5
+        with:
+          enable-cache: true
+          cache-dependency-glob: "uv.lock"
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: "3.12"
+
+      - name: Install dependencies
+        run: uv sync --locked --all-extras
+
+      - name: Run Adapters Orchestrator
+        env:
+          HF_TOKEN: ${{ secrets.HF_TOKEN }}
+          OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
+          ARTIFICIAL_ANALYSIS_API_KEY: ${{ secrets.ARTIFICIAL_ANALYSIS_API_KEY }}
+          KAGGLE_USERNAME: ${{ secrets.KAGGLE_USERNAME }}
+          KAGGLE_KEY: ${{ secrets.KAGGLE_KEY }}
+          LLM_STATS_API_KEY: ${{ secrets.LLM_STATS_API_KEY }}
+        run: uv run python utils/scripts/run_adapters.py
diff --git a/eval.schema.json b/eval.schema.json
deleted file mode 120000
index c1943c02f..000000000
--- a/eval.schema.json
+++ /dev/null
@@ -1 +0,0 @@
-every_eval_ever/schemas/eval.schema.json
\ No newline at end of file
diff --git a/eval.schema.json b/eval.schema.json
new file mode 100644
index 000000000..c1943c02f
--- /dev/null
+++ b/eval.schema.json
@@ -0,0 +1 @@
+every_eval_ever/schemas/eval.schema.json
\ No newline at end of file
diff --git a/instance_level_eval.schema.json b/instance_level_eval.schema.json
deleted file mode 120000
index 7e10082d4..000000000
--- a/instance_level_eval.schema.json
+++ /dev/null
@@ -1 +0,0 @@
-every_eval_ever/schemas/instance_level_eval.schema.json
\ No newline at end of file
diff --git a/instance_level_eval.schema.json b/instance_level_eval.schema.json
new file mode 100644
index 000000000..7e10082d4
--- /dev/null
+++ b/instance_level_eval.schema.json
@@ -0,0 +1 @@
+every_eval_ever/schemas/instance_level_eval.schema.json
\ No newline at end of file
diff --git a/tests/data/helm/commonsense:dataset=hellaswag,method=multiple_choice_joint,model=eleutherai_pythia-1b-v0/per_instance_stats.json b/tests/data/helm/commonsense:dataset=hellaswag,method=multiple_choice_joint,model=eleutherai_pythia-1b-v0/per_instance_stats.json
deleted file mode 100644
index b05d3ab41..000000000
--- a/tests/data/helm/commonsense:dataset=hellaswag,method=multiple_choice_joint,model=eleutherai_pythia-1b-v0/per_instance_stats.json
+++ /dev/null
@@ -1,3742 +0,0 @@
-[
-  {
-    "instance_id": "id44874",
-    "train_trial_index": 0,
-    "stats": [
-      {
-        "name": {
-          "name": "num_references",
-          "split": "valid"
-        },
-        "count": 1,
-        "sum": 4,
-        "sum_squared": 16,
-        "min": 4,
-        "max": 4,
-        "mean": 4.0,
-        "variance": 0.0,
-        "stddev": 0.0
-      },
-      {
-        "name": {
-          "name": "num_train_trials",
-          "split": "valid"
-        },
-        "count": 1,
-        "sum": 1,
-        "sum_squared": 1,
-        "min": 1,
-        "max": 1,
-        "mean": 1.0,
-        "variance": 0.0,
-        "stddev": 0.0
-      },
-      {
-        "name": {
-          "name": "num_prompt_tokens",
-          "split": "valid"
-        },
-        "count": 1,
-        "sum": 718,
-        "sum_squared": 515524,
-        "min": 718,
-        "max": 718,
-        "mean": 718.0,
-        "variance": 0.0,
-        "stddev": 0.0
-      },
-      {
-        "name": {
-          "name": "num_completion_tokens",
-          "split": "valid"
-        },
-        "count": 1,
-        "sum": 1,
-        "sum_squared": 1,
-        "min": 1,
-        "max": 1,
-        "mean": 1.0,
-        "variance": 0.0,
-        "stddev": 0.0
-      },
-      {
-        "name": {
-          "name": "num_output_tokens",
-          "split": "valid"
-        },
-        "count": 1,
-        "sum": 1,
-        "sum_squared": 1,
-        "min": 1,
-        "max": 1,
-        "mean": 1.0,
-        "variance": 0.0,
-        "stddev": 0.0
-      },
-      {
-        "name": {
-          "name": "training_co2_cost",
-          "split": "valid"
-        },
-        "count": 0,
-        "sum": 0,
-        "sum_squared": 0
-      },
-      {
-        "name": {
-          "name": "training_energy_cost",
-          "split": "valid"
-        },
-        "count": 0,
-        "sum": 0,
-        "sum_squared": 0
-      },
-      {
-        "name": {
-          "name": "inference_runtime",
-          "split": "valid"
-        },
-        "count": 1,
-        "sum": 18.749841690063477,
-        "sum_squared": 351.5565634024424,
-        "min": 18.749841690063477,
-        "max": 18.749841690063477,
-        "mean": 18.749841690063477,
-        "variance": 0.0,
-        "stddev": 0.0
-      },
-      {
-        "name": {
-          "name": "batch_size",
-          "split": "valid"
-        },
-        "count": 1,
-        "sum": 1,
-        "sum_squared": 1,
-        "min": 1,
-        "max": 1,
-        "mean": 1.0,
-        "variance": 0.0,
-        "stddev": 0.0
-      },
-      {
-        "name": {
-          "name": "finish_reason_length",
-          "split": "valid"
-        },
-        "count": 1,
-        "sum": 0,
-        "sum_squared": 0,
-        "min": 0,
-        "max": 0,
-        "mean": 0.0,
-        "variance": 0.0,
-        "stddev": 0.0
-      },
-      {
-        "name": {
-          "name": "finish_reason_stop",
-          "split": "valid"
-        },
-        "count": 1,
-        "sum": 0,
-        "sum_squared": 0,
-        "min": 0,
-        "max": 0,
-        "mean": 0.0,
-        "variance": 0.0,
-        "stddev": 0.0
-      },
-      {
-        "name": {
-          "name": "finish_reason_endoftext",
-          "split": "valid"
-        },
-        "count": 1,
-        "sum": 0,
-        "sum_squared": 0,
-        "min": 0,
-        "max": 0,
-        "mean": 0.0,
-        "variance": 0.0,
-        "stddev": 0.0
-      },
-      {
-        "name": {
-          "name": "finish_reason_unknown",
-          "split": "valid"
-        },
-        "count": 1,
-        "sum": 1,
-        "sum_squared": 1,
-        "min": 1,
-        "max": 1,
-        "mean": 1.0,
-        "variance": 0.0,
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-      {
-        "name": {
-          "name": "num_train_instances",
-          "split": "valid"
-        },
-        "count": 1,
-        "sum": 5,
-        "sum_squared": 25,
-        "min": 5,
-        "max": 5,
-        "mean": 5.0,
-        "variance": 0.0,
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-        },
-        "count": 1,
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-        "sum_squared": 0,
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-      {
-        "name": {
-          "name": "num_perplexity_tokens",
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-        },
-        "count": 1,
-        "sum": 1,
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-      },
-      {
-        "name": {
-          "name": "num_bytes",
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-        },
-        "count": 1,
-        "sum": 2,
-        "sum_squared": 4,
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-    ]
-  },
-  {
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-    "train_trial_index": 0,
-    "stats": [
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-      {
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-        "min": 2,
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-    ]
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-]
\ No newline at end of file
diff --git a/tests/data/helm/commonsense:dataset=hellaswag,method=multiple_choice_joint,model=eleutherai_pythia-1b-v0/run_spec.json b/tests/data/helm/commonsense:dataset=hellaswag,method=multiple_choice_joint,model=eleutherai_pythia-1b-v0/run_spec.json
deleted file mode 100644
index d1f3d5666..000000000
--- a/tests/data/helm/commonsense:dataset=hellaswag,method=multiple_choice_joint,model=eleutherai_pythia-1b-v0/run_spec.json
+++ /dev/null
@@ -1,71 +0,0 @@
-{
-  "name": "commonsense:dataset=hellaswag,method=multiple_choice_joint,model=eleutherai_pythia-1b-v0",
-  "scenario_spec": {
-    "class_name": "helm.benchmark.scenarios.commonsense_scenario.HellaSwagScenario",
-    "args": {}
-  },
-  "adapter_spec": {
-    "method": "multiple_choice_joint",
-    "global_prefix": "",
-    "global_suffix": "",
-    "instructions": "The following are multiple choice questions (with answers) about common sense.\n",
-    "input_prefix": "Question: ",
-    "input_suffix": "\n",
-    "reference_prefix": "A. ",
-    "reference_suffix": "\n",
-    "chain_of_thought_prefix": "",
-    "chain_of_thought_suffix": "\n",
-    "output_prefix": "Answer: ",
-    "output_suffix": "\n",
-    "instance_prefix": "\n",
-    "substitutions": [],
-    "max_train_instances": 5,
-    "max_eval_instances": 10,
-    "num_outputs": 5,
-    "num_train_trials": 1,
-    "num_trials": 1,
-    "sample_train": true,
-    "model_deployment": "huggingface/pythia-1b-v0",
-    "model": "eleutherai/pythia-1b-v0",
-    "temperature": 0.0,
-    "max_tokens": 1,
-    "stop_sequences": [
-      "\n"
-    ],
-    "multi_label": false
-  },
-  "metric_specs": [
-    {
-      "class_name": "helm.benchmark.metrics.basic_metrics.BasicGenerationMetric",
-      "args": {
-        "names": [
-          "exact_match",
-          "quasi_exact_match",
-          "prefix_exact_match",
-          "quasi_prefix_exact_match"
-        ]
-      }
-    },
-    {
-      "class_name": "helm.benchmark.metrics.basic_metrics.BasicReferenceMetric",
-      "args": {}
-    },
-    {
-      "class_name": "helm.benchmark.metrics.basic_metrics.InstancesPerSplitMetric",
-      "args": {}
-    }
-  ],
-  "data_augmenter_spec": {
-    "perturbation_specs": [],
-    "should_augment_train_instances": false,
-    "should_include_original_train": false,
-    "should_skip_unchanged_train": false,
-    "should_augment_eval_instances": false,
-    "should_include_original_eval": false,
-    "should_skip_unchanged_eval": false,
-    "seeds_per_instance": 1
-  },
-  "groups": [
-    "hellaswag"
-  ]
-}
\ No newline at end of file
diff --git a/tests/data/helm/commonsense:dataset=hellaswag,method=multiple_choice_joint,model=eleutherai_pythia-1b-v0/scenario.json b/tests/data/helm/commonsense:dataset=hellaswag,method=multiple_choice_joint,model=eleutherai_pythia-1b-v0/scenario.json
deleted file mode 100644
index 449f227bd..000000000
--- a/tests/data/helm/commonsense:dataset=hellaswag,method=multiple_choice_joint,model=eleutherai_pythia-1b-v0/scenario.json
+++ /dev/null
@@ -1,9 +0,0 @@
-{
-  "name": "hellaswag",
-  "description": "Benchmark from https://arxiv.org/pdf/1905.07830.pdf.",
-  "tags": [
-    "knowledge",
-    "multiple_choice"
-  ],
-  "definition_path": "https://github.com/stanford-crfm/helm/blob/main/src/helm/benchmark/scenarios/commonsense_scenario.py"
-}
\ No newline at end of file
diff --git a/tests/data/helm/commonsense:dataset=hellaswag,method=multiple_choice_joint,model=eleutherai_pythia-1b-v0/scenario_state.json b/tests/data/helm/commonsense:dataset=hellaswag,method=multiple_choice_joint,model=eleutherai_pythia-1b-v0/scenario_state.json
deleted file mode 100644
index 39d847e96..000000000
--- a/tests/data/helm/commonsense:dataset=hellaswag,method=multiple_choice_joint,model=eleutherai_pythia-1b-v0/scenario_state.json
+++ /dev/null
@@ -1,844 +0,0 @@
-{
-  "adapter_spec": {
-    "method": "multiple_choice_joint",
-    "global_prefix": "",
-    "global_suffix": "",
-    "instructions": "The following are multiple choice questions (with answers) about common sense.\n",
-    "input_prefix": "Question: ",
-    "input_suffix": "\n",
-    "reference_prefix": "A. ",
-    "reference_suffix": "\n",
-    "chain_of_thought_prefix": "",
-    "chain_of_thought_suffix": "\n",
-    "output_prefix": "Answer: ",
-    "output_suffix": "\n",
-    "instance_prefix": "\n",
-    "substitutions": [],
-    "max_train_instances": 5,
-    "max_eval_instances": 10,
-    "num_outputs": 5,
-    "num_train_trials": 1,
-    "num_trials": 1,
-    "sample_train": true,
-    "model_deployment": "huggingface/pythia-1b-v0",
-    "model": "eleutherai/pythia-1b-v0",
-    "temperature": 0.0,
-    "max_tokens": 1,
-    "stop_sequences": [
-      "\n"
-    ],
-    "multi_label": false
-  },
-  "request_states": [
-    {
-      "instance": {
-        "input": {
-          "text": "Personal Care and Style: [header] How to dye your hair with semi permanent hair dye [title] Find the color you want. [step] There are many popular brands and hundreds of different colors to choose from. Semi-permanent dyes can be found in a variety of places, ranging from grocery stores to specialized fashion shops, with the biggest selection at beauty supply stores. "
-        },
-        "references": [
-          {
-            "output": {
-              "text": "It is important to select the color that represents your hair type when you register your hair color. [substeps] Traditional semi-permanent dyes will generally not be available for hair color, like blow-dryers, curling irons, and appliances."
-            },
-            "tags": []
-          },
-          {
-            "output": {
-              "text": "If you're not planning on dying your hair, there are other coloration measures you can take to dye your hair. [step] Photoshop hd darkers work well, but don't lack the style that can be coupled with it."
-            },
-            "tags": []
-          },
-          {
-            "output": {
-              "text": "Pick the color that's your favorite, matches your wardrobe best, and/or is most flattering for your eye color and skin tone. Semi-permanent dyes work on all hair colors, but show up brightest on light hair."
-            },
-            "tags": [
-              "correct"
-            ]
-          },
-          {
-            "output": {
-              "text": "However, you can also take your color, added color, and texture into account when deciding what to dye, and what you will use it for. [substeps] Consider adding your hair dye to your hair if you have it long or curly."
-            },
-            "tags": []
-          }
-        ],
-        "split": "valid",
-        "id": "id44874"
-      },
-      "train_trial_index": 0,
-      "output_mapping": {
-        "A": "It is important to select the color that represents your hair type when you register your hair color. [substeps] Traditional semi-permanent dyes will generally not be available for hair color, like blow-dryers, curling irons, and appliances.",
-        "B": "If you're not planning on dying your hair, there are other coloration measures you can take to dye your hair. [step] Photoshop hd darkers work well, but don't lack the style that can be coupled with it.",
-        "C": "Pick the color that's your favorite, matches your wardrobe best, and/or is most flattering for your eye color and skin tone. Semi-permanent dyes work on all hair colors, but show up brightest on light hair.",
-        "D": "However, you can also take your color, added color, and texture into account when deciding what to dye, and what you will use it for. [substeps] Consider adding your hair dye to your hair if you have it long or curly."
-      },
-      "request": {
-        "model_deployment": "huggingface/pythia-1b-v0",
-        "model": "eleutherai/pythia-1b-v0",
-        "embedding": false,
-        "prompt": "The following are multiple choice questions (with answers) about common sense.\n\nQuestion: Putting on makeup: The words how to apply mascara appear. A woman with long black hair\nA. presents a bow and ribbon, followed by painted eye shadow, and a gift wrap.\nB. appears on a black screen with white lines, soap, and information at the bottom.\nC. appears in the large window.\nD. is talking to the camera.\nAnswer: D\n\nQuestion: Polishing shoes: The man uses the polish on his shoes. The man brushes his shoes with occasional blowing. The man shines his shoes. The man\nA. replaces the frame and arm strap on the shoes.\nB. shines balls of polish onto his shoes.\nC. puts the shoes on the stand to style them.\nD. talks to the camera.\nAnswer: D\n\nQuestion: Laying tile: The floor is swept, cleaned, and prepared for the process. The men begin to lay the vinyl flooring across the floor one piece at a time. The final result\nA. is shown on the screen.\nB. of the carpet is shown.\nC. is displayed in the male success rate.\nD. is seen with one ran through the floor.\nAnswer: A\n\nQuestion: Waterskiing: A person is water skiing behind a boat. They are going back and forth behind the boat. Words\nA. are on the screen.\nB. come onto the screen at the end.\nC. appear on the screen.\nD. are shown on the screen.\nAnswer: D\n\nQuestion: Ping-pong: We see an instructional title screen. The man demonstrates hitting a ball and we see him in play hitting the ball. We\nA. see the man beating a bag over a net.\nB. see the ending title screen.\nC. see a disc fly from 2 people.\nD. see the ending title screen again.\nAnswer: B\n\nQuestion: Personal Care and Style: [header] How to dye your hair with semi permanent hair dye [title] Find the color you want. [step] There are many popular brands and hundreds of different colors to choose from. Semi-permanent dyes can be found in a variety of places, ranging from grocery stores to specialized fashion shops, with the biggest selection at beauty supply stores. \nA. It is important to select the color that represents your hair type when you register your hair color. [substeps] Traditional semi-permanent dyes will generally not be available for hair color, like blow-dryers, curling irons, and appliances.\nB. If you're not planning on dying your hair, there are other coloration measures you can take to dye your hair. [step] Photoshop hd darkers work well, but don't lack the style that can be coupled with it.\nC. Pick the color that's your favorite, matches your wardrobe best, and/or is most flattering for your eye color and skin tone. Semi-permanent dyes work on all hair colors, but show up brightest on light hair.\nD. However, you can also take your color, added color, and texture into account when deciding what to dye, and what you will use it for. [substeps] Consider adding your hair dye to your hair if you have it long or curly.\nAnswer:",
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-        "max_tokens": 1,
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-        "presence_penalty": 0,
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-      "result": {
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-        "embedding": [],
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-          {
-            "text": " B",
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-                "text": " B",
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-        "cached": false,
-        "request_time": 18.749841690063477,
-        "request_datetime": 1751729998
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-      "prompt_truncated": false,
-      "num_conditioning_tokens": 0
-    },
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-      "instance": {
-        "input": {
-          "text": "Home and Garden: [header] How to grow grape vines [title] Choose a type of grape. [step] As with any plant, certain types of grapes grow better in different areas and offer up different flavors and appearances. There are three general types of grapes: american, european, and muscadine grapes. "
-        },
-        "references": [
-          {
-            "output": {
-              "text": "The' bat' variety is quite dark, with a hectic shape and a bit of texture. Popular grapes grow quickly for the same years and are often planted with white grapes and a rose color."
-            },
-            "tags": []
-          },
-          {
-            "output": {
-              "text": "[substeps] Traditional grape grapes are made of rich grapes and have light yellow and orange coloring. If the grapes are not from the wild and you are looking for a more bitter flavor, look for grapes grown in known regions that are not based on the wild grape."
-            },
-            "tags": []
-          },
-          {
-            "output": {
-              "text": "[substeps] American grapes are naturally sweet and plump, with skins that are slightly crisped. European grapes grow best in warm, dry conditions with ripened fruits on a stalk."
-            },
-            "tags": []
-          },
-          {
-            "output": {
-              "text": "American grapes grow best in warm, sunny climates like that of central california. European grapes are common in europe and northern parts of the us, and muscadine grapes are commonly found in the southern us."
-            },
-            "tags": [
-              "correct"
-            ]
-          }
-        ],
-        "split": "valid",
-        "id": "id47299"
-      },
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-      "output_mapping": {
-        "A": "The' bat' variety is quite dark, with a hectic shape and a bit of texture. Popular grapes grow quickly for the same years and are often planted with white grapes and a rose color.",
-        "B": "[substeps] Traditional grape grapes are made of rich grapes and have light yellow and orange coloring. If the grapes are not from the wild and you are looking for a more bitter flavor, look for grapes grown in known regions that are not based on the wild grape.",
-        "C": "[substeps] American grapes are naturally sweet and plump, with skins that are slightly crisped. European grapes grow best in warm, dry conditions with ripened fruits on a stalk.",
-        "D": "American grapes grow best in warm, sunny climates like that of central california. European grapes are common in europe and northern parts of the us, and muscadine grapes are commonly found in the southern us."
-      },
-      "request": {
-        "model_deployment": "huggingface/pythia-1b-v0",
-        "model": "eleutherai/pythia-1b-v0",
-        "embedding": false,
-        "prompt": "The following are multiple choice questions (with answers) about common sense.\n\nQuestion: Putting on makeup: The words how to apply mascara appear. A woman with long black hair\nA. presents a bow and ribbon, followed by painted eye shadow, and a gift wrap.\nB. appears on a black screen with white lines, soap, and information at the bottom.\nC. appears in the large window.\nD. is talking to the camera.\nAnswer: D\n\nQuestion: Polishing shoes: The man uses the polish on his shoes. The man brushes his shoes with occasional blowing. The man shines his shoes. The man\nA. replaces the frame and arm strap on the shoes.\nB. shines balls of polish onto his shoes.\nC. puts the shoes on the stand to style them.\nD. talks to the camera.\nAnswer: D\n\nQuestion: Laying tile: The floor is swept, cleaned, and prepared for the process. The men begin to lay the vinyl flooring across the floor one piece at a time. The final result\nA. is shown on the screen.\nB. of the carpet is shown.\nC. is displayed in the male success rate.\nD. is seen with one ran through the floor.\nAnswer: A\n\nQuestion: Waterskiing: A person is water skiing behind a boat. They are going back and forth behind the boat. Words\nA. are on the screen.\nB. come onto the screen at the end.\nC. appear on the screen.\nD. are shown on the screen.\nAnswer: D\n\nQuestion: Ping-pong: We see an instructional title screen. The man demonstrates hitting a ball and we see him in play hitting the ball. We\nA. see the man beating a bag over a net.\nB. see the ending title screen.\nC. see a disc fly from 2 people.\nD. see the ending title screen again.\nAnswer: B\n\nQuestion: Home and Garden: [header] How to grow grape vines [title] Choose a type of grape. [step] As with any plant, certain types of grapes grow better in different areas and offer up different flavors and appearances. There are three general types of grapes: american, european, and muscadine grapes. \nA. The' bat' variety is quite dark, with a hectic shape and a bit of texture. Popular grapes grow quickly for the same years and are often planted with white grapes and a rose color.\nB. [substeps] Traditional grape grapes are made of rich grapes and have light yellow and orange coloring. If the grapes are not from the wild and you are looking for a more bitter flavor, look for grapes grown in known regions that are not based on the wild grape.\nC. [substeps] American grapes are naturally sweet and plump, with skins that are slightly crisped. European grapes grow best in warm, dry conditions with ripened fruits on a stalk.\nD. American grapes grow best in warm, sunny climates like that of central california. European grapes are common in europe and northern parts of the us, and muscadine grapes are commonly found in the southern us.\nAnswer:",
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-        "top_k_per_token": 5,
-        "max_tokens": 1,
-        "stop_sequences": [],
-        "echo_prompt": false,
-        "top_p": 1,
-        "presence_penalty": 0,
-        "frequency_penalty": 0
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-      "result": {
-        "success": true,
-        "embedding": [],
-        "completions": [
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-            "text": " B",
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-                "text": " B",
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-        "cached": false,
-        "request_time": 17.995312690734863,
-        "request_datetime": 1751729998
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-      "num_train_instances": 5,
-      "prompt_truncated": false,
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-    },
-    {
-      "instance": {
-        "input": {
-          "text": "Personal Care and Style: [header] How to do edwardian hairstyles [title] Backcomb or tease your hair to create volume. [step] Scrunch some volumizing powder or mousse into your roots, then grab a teasing brush or boar bristle flat brush. Starting at your hairline, take a section of hair about the size of your brush and hold the ends up in the air. "
-        },
-        "references": [
-          {
-            "output": {
-              "text": "Gently pull the ends up towards the roots. [title] Flatten your hairstyle to create natural streaks, and then repeat the process for extra volume."
-            },
-            "tags": []
-          },
-          {
-            "output": {
-              "text": "Lightly brush the hair back towards the root for 2-3 strokes. Work towards the back of your hair, repeating the process until all of your hair is teased."
-            },
-            "tags": [
-              "correct"
-            ]
-          },
-          {
-            "output": {
-              "text": "Sweep the styling iron from your ear (teasing the ends slightly in the direction toward your root) to create a teasing mist. Move around so the entire section is teased."
-            },
-            "tags": []
-          },
-          {
-            "output": {
-              "text": "Pin the sections above or below your roots so your hair lays flat. Lift a section of hair up and pull it down."
-            },
-            "tags": []
-          }
-        ],
-        "split": "valid",
-        "id": "id45277"
-      },
-      "train_trial_index": 0,
-      "output_mapping": {
-        "A": "Gently pull the ends up towards the roots. [title] Flatten your hairstyle to create natural streaks, and then repeat the process for extra volume.",
-        "B": "Lightly brush the hair back towards the root for 2-3 strokes. Work towards the back of your hair, repeating the process until all of your hair is teased.",
-        "C": "Sweep the styling iron from your ear (teasing the ends slightly in the direction toward your root) to create a teasing mist. Move around so the entire section is teased.",
-        "D": "Pin the sections above or below your roots so your hair lays flat. Lift a section of hair up and pull it down."
-      },
-      "request": {
-        "model_deployment": "huggingface/pythia-1b-v0",
-        "model": "eleutherai/pythia-1b-v0",
-        "embedding": false,
-        "prompt": "The following are multiple choice questions (with answers) about common sense.\n\nQuestion: Putting on makeup: The words how to apply mascara appear. A woman with long black hair\nA. presents a bow and ribbon, followed by painted eye shadow, and a gift wrap.\nB. appears on a black screen with white lines, soap, and information at the bottom.\nC. appears in the large window.\nD. is talking to the camera.\nAnswer: D\n\nQuestion: Polishing shoes: The man uses the polish on his shoes. The man brushes his shoes with occasional blowing. The man shines his shoes. The man\nA. replaces the frame and arm strap on the shoes.\nB. shines balls of polish onto his shoes.\nC. puts the shoes on the stand to style them.\nD. talks to the camera.\nAnswer: D\n\nQuestion: Laying tile: The floor is swept, cleaned, and prepared for the process. The men begin to lay the vinyl flooring across the floor one piece at a time. The final result\nA. is shown on the screen.\nB. of the carpet is shown.\nC. is displayed in the male success rate.\nD. is seen with one ran through the floor.\nAnswer: A\n\nQuestion: Waterskiing: A person is water skiing behind a boat. They are going back and forth behind the boat. Words\nA. are on the screen.\nB. come onto the screen at the end.\nC. appear on the screen.\nD. are shown on the screen.\nAnswer: D\n\nQuestion: Ping-pong: We see an instructional title screen. The man demonstrates hitting a ball and we see him in play hitting the ball. We\nA. see the man beating a bag over a net.\nB. see the ending title screen.\nC. see a disc fly from 2 people.\nD. see the ending title screen again.\nAnswer: B\n\nQuestion: Personal Care and Style: [header] How to do edwardian hairstyles [title] Backcomb or tease your hair to create volume. [step] Scrunch some volumizing powder or mousse into your roots, then grab a teasing brush or boar bristle flat brush. Starting at your hairline, take a section of hair about the size of your brush and hold the ends up in the air. \nA. Gently pull the ends up towards the roots. [title] Flatten your hairstyle to create natural streaks, and then repeat the process for extra volume.\nB. Lightly brush the hair back towards the root for 2-3 strokes. Work towards the back of your hair, repeating the process until all of your hair is teased.\nC. Sweep the styling iron from your ear (teasing the ends slightly in the direction toward your root) to create a teasing mist. Move around so the entire section is teased.\nD. Pin the sections above or below your roots so your hair lays flat. Lift a section of hair up and pull it down.\nAnswer:",
-        "temperature": 0.0,
-        "num_completions": 1,
-        "top_k_per_token": 5,
-        "max_tokens": 1,
-        "stop_sequences": [],
-        "echo_prompt": false,
-        "top_p": 1,
-        "presence_penalty": 0,
-        "frequency_penalty": 0
-      },
-      "result": {
-        "success": true,
-        "embedding": [],
-        "completions": [
-          {
-            "text": " B",
-            "logprob": 0.0,
-            "tokens": [
-              {
-                "text": " B",
-                "logprob": 0.0
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-            ]
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-        ],
-        "cached": false,
-        "request_time": 16.95018243789673,
-        "request_datetime": 1751729998
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-      "num_train_instances": 5,
-      "prompt_truncated": false,
-      "num_conditioning_tokens": 0
-    },
-    {
-      "instance": {
-        "input": {
-          "text": "Having an ice cream: A young child is seen holding an ice cream cone and speaking to the camera while smiling. She"
-        },
-        "references": [
-          {
-            "output": {
-              "text": "continues speaking while using her mouth and pointing to the camera."
-            },
-            "tags": []
-          },
-          {
-            "output": {
-              "text": "continues speaking more and picking up ice cream and taking a chunk."
-            },
-            "tags": []
-          },
-          {
-            "output": {
-              "text": "licks the ice cream cone and continues eating around her toy."
-            },
-            "tags": []
-          },
-          {
-            "output": {
-              "text": "speaks to the camera man holding a doll in the other hand, then sits down on the ground."
-            },
-            "tags": [
-              "correct"
-            ]
-          }
-        ],
-        "split": "valid",
-        "id": "id41992"
-      },
-      "train_trial_index": 0,
-      "output_mapping": {
-        "A": "continues speaking while using her mouth and pointing to the camera.",
-        "B": "continues speaking more and picking up ice cream and taking a chunk.",
-        "C": "licks the ice cream cone and continues eating around her toy.",
-        "D": "speaks to the camera man holding a doll in the other hand, then sits down on the ground."
-      },
-      "request": {
-        "model_deployment": "huggingface/pythia-1b-v0",
-        "model": "eleutherai/pythia-1b-v0",
-        "embedding": false,
-        "prompt": "The following are multiple choice questions (with answers) about common sense.\n\nQuestion: Putting on makeup: The words how to apply mascara appear. A woman with long black hair\nA. presents a bow and ribbon, followed by painted eye shadow, and a gift wrap.\nB. appears on a black screen with white lines, soap, and information at the bottom.\nC. appears in the large window.\nD. is talking to the camera.\nAnswer: D\n\nQuestion: Polishing shoes: The man uses the polish on his shoes. The man brushes his shoes with occasional blowing. The man shines his shoes. The man\nA. replaces the frame and arm strap on the shoes.\nB. shines balls of polish onto his shoes.\nC. puts the shoes on the stand to style them.\nD. talks to the camera.\nAnswer: D\n\nQuestion: Laying tile: The floor is swept, cleaned, and prepared for the process. The men begin to lay the vinyl flooring across the floor one piece at a time. The final result\nA. is shown on the screen.\nB. of the carpet is shown.\nC. is displayed in the male success rate.\nD. is seen with one ran through the floor.\nAnswer: A\n\nQuestion: Waterskiing: A person is water skiing behind a boat. They are going back and forth behind the boat. Words\nA. are on the screen.\nB. come onto the screen at the end.\nC. appear on the screen.\nD. are shown on the screen.\nAnswer: D\n\nQuestion: Ping-pong: We see an instructional title screen. The man demonstrates hitting a ball and we see him in play hitting the ball. We\nA. see the man beating a bag over a net.\nB. see the ending title screen.\nC. see a disc fly from 2 people.\nD. see the ending title screen again.\nAnswer: B\n\nQuestion: Having an ice cream: A young child is seen holding an ice cream cone and speaking to the camera while smiling. She\nA. continues speaking while using her mouth and pointing to the camera.\nB. continues speaking more and picking up ice cream and taking a chunk.\nC. licks the ice cream cone and continues eating around her toy.\nD. speaks to the camera man holding a doll in the other hand, then sits down on the ground.\nAnswer:",
-        "temperature": 0.0,
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-        "top_k_per_token": 5,
-        "max_tokens": 1,
-        "stop_sequences": [],
-        "echo_prompt": false,
-        "top_p": 1,
-        "presence_penalty": 0,
-        "frequency_penalty": 0
-      },
-      "result": {
-        "success": true,
-        "embedding": [],
-        "completions": [
-          {
-            "text": " D",
-            "logprob": 0.0,
-            "tokens": [
-              {
-                "text": " D",
-                "logprob": 0.0
-              }
-            ]
-          }
-        ],
-        "cached": false,
-        "request_time": 13.807421445846558,
-        "request_datetime": 1751729998
-      },
-      "num_train_instances": 5,
-      "prompt_truncated": false,
-      "num_conditioning_tokens": 0
-    },
-    {
-      "instance": {
-        "input": {
-          "text": "Personal Care and Style: [header] How to use a credit card system [title] Open a merchant account. [step] A merchant account is a bank account, but it is different from a business checking account. A merchant account communicates with your customers' credit card issuers. "
-        },
-        "references": [
-          {
-            "output": {
-              "text": "You fill out credits and other credit forms into your merchant account. You can do any transactions you'd like on a merchant account."
-            },
-            "tags": []
-          },
-          {
-            "output": {
-              "text": "It takes the customer's credit card information and verifies and approves the sale. Your merchant account communicates with the card issuer to authenticate the user, confirming that the card is not stolen and that the customer has enough of a balance to pay for the sale."
-            },
-            "tags": [
-              "correct"
-            ]
-          },
-          {
-            "output": {
-              "text": "Credit cards handle the transactions linked to your account. [title] Determine your business's credit score."
-            },
-            "tags": []
-          },
-          {
-            "output": {
-              "text": "Credit card companies offer a variety of services : [substeps] Subscription. Credit card issuers charge a fee for a card and fill out forms to use."
-            },
-            "tags": []
-          }
-        ],
-        "split": "valid",
-        "id": "id49438"
-      },
-      "train_trial_index": 0,
-      "output_mapping": {
-        "A": "You fill out credits and other credit forms into your merchant account. You can do any transactions you'd like on a merchant account.",
-        "B": "It takes the customer's credit card information and verifies and approves the sale. Your merchant account communicates with the card issuer to authenticate the user, confirming that the card is not stolen and that the customer has enough of a balance to pay for the sale.",
-        "C": "Credit cards handle the transactions linked to your account. [title] Determine your business's credit score.",
-        "D": "Credit card companies offer a variety of services : [substeps] Subscription. Credit card issuers charge a fee for a card and fill out forms to use."
-      },
-      "request": {
-        "model_deployment": "huggingface/pythia-1b-v0",
-        "model": "eleutherai/pythia-1b-v0",
-        "embedding": false,
-        "prompt": "The following are multiple choice questions (with answers) about common sense.\n\nQuestion: Putting on makeup: The words how to apply mascara appear. A woman with long black hair\nA. presents a bow and ribbon, followed by painted eye shadow, and a gift wrap.\nB. appears on a black screen with white lines, soap, and information at the bottom.\nC. appears in the large window.\nD. is talking to the camera.\nAnswer: D\n\nQuestion: Polishing shoes: The man uses the polish on his shoes. The man brushes his shoes with occasional blowing. The man shines his shoes. The man\nA. replaces the frame and arm strap on the shoes.\nB. shines balls of polish onto his shoes.\nC. puts the shoes on the stand to style them.\nD. talks to the camera.\nAnswer: D\n\nQuestion: Laying tile: The floor is swept, cleaned, and prepared for the process. The men begin to lay the vinyl flooring across the floor one piece at a time. The final result\nA. is shown on the screen.\nB. of the carpet is shown.\nC. is displayed in the male success rate.\nD. is seen with one ran through the floor.\nAnswer: A\n\nQuestion: Waterskiing: A person is water skiing behind a boat. They are going back and forth behind the boat. Words\nA. are on the screen.\nB. come onto the screen at the end.\nC. appear on the screen.\nD. are shown on the screen.\nAnswer: D\n\nQuestion: Ping-pong: We see an instructional title screen. The man demonstrates hitting a ball and we see him in play hitting the ball. We\nA. see the man beating a bag over a net.\nB. see the ending title screen.\nC. see a disc fly from 2 people.\nD. see the ending title screen again.\nAnswer: B\n\nQuestion: Personal Care and Style: [header] How to use a credit card system [title] Open a merchant account. [step] A merchant account is a bank account, but it is different from a business checking account. A merchant account communicates with your customers' credit card issuers. \nA. You fill out credits and other credit forms into your merchant account. You can do any transactions you'd like on a merchant account.\nB. It takes the customer's credit card information and verifies and approves the sale. Your merchant account communicates with the card issuer to authenticate the user, confirming that the card is not stolen and that the customer has enough of a balance to pay for the sale.\nC. Credit cards handle the transactions linked to your account. [title] Determine your business's credit score.\nD. Credit card companies offer a variety of services : [substeps] Subscription. Credit card issuers charge a fee for a card and fill out forms to use.\nAnswer:",
-        "temperature": 0.0,
-        "num_completions": 1,
-        "top_k_per_token": 5,
-        "max_tokens": 1,
-        "stop_sequences": [],
-        "echo_prompt": false,
-        "top_p": 1,
-        "presence_penalty": 0,
-        "frequency_penalty": 0
-      },
-      "result": {
-        "success": true,
-        "embedding": [],
-        "completions": [
-          {
-            "text": " D",
-            "logprob": 0.0,
-            "tokens": [
-              {
-                "text": " D",
-                "logprob": 0.0
-              }
-            ]
-          }
-        ],
-        "cached": false,
-        "request_time": 16.23285961151123,
-        "request_datetime": 1751730012
-      },
-      "num_train_instances": 5,
-      "prompt_truncated": false,
-      "num_conditioning_tokens": 0
-    },
-    {
-      "instance": {
-        "input": {
-          "text": "Playing accordion: The fingers are pressing the black keys. One finger is pressing one key. The fingers"
-        },
-        "references": [
-          {
-            "output": {
-              "text": "are moving to different keys and pressing them."
-            },
-            "tags": [
-              "correct"
-            ]
-          },
-          {
-            "output": {
-              "text": "are pumping the hand."
-            },
-            "tags": []
-          },
-          {
-            "output": {
-              "text": "stopped playing and stop at the bottom."
-            },
-            "tags": []
-          },
-          {
-            "output": {
-              "text": "flay the black keys in the middle of the keyboard."
-            },
-            "tags": []
-          }
-        ],
-        "split": "valid",
-        "id": "id42841"
-      },
-      "train_trial_index": 0,
-      "output_mapping": {
-        "A": "are moving to different keys and pressing them.",
-        "B": "are pumping the hand.",
-        "C": "stopped playing and stop at the bottom.",
-        "D": "flay the black keys in the middle of the keyboard."
-      },
-      "request": {
-        "model_deployment": "huggingface/pythia-1b-v0",
-        "model": "eleutherai/pythia-1b-v0",
-        "embedding": false,
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-          "text": "Personal Care and Style: [header] How to wear a denim dress [title] Consider the wash of the dress. [step] Denim comes in a variety of colors, but most denim dresses are usually some shade of blue. However, you still have options when it comes to the depth of the blue. "
-        },
-        "references": [
-          {
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-              "text": "Some denim washes work best for more polished looks, while others are ideal for a relaxed outfit. [substeps] Dark wash denim tends to have a more dressed up look, so they work well for work or an evening out."
-            },
-            "tags": [
-              "correct"
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-              "text": "Depending on your dress's style, some of the colors will show up darker, and others won't. [substeps] In general, the darker the shade of the denim, the darker the dress."
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-            "tags": []
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-            "output": {
-              "text": "[substeps] Look for dresses made of the same material or a lighter blue. Choose washes made of the same material, usually denim colors such as fuchsia, navy, and tan."
-            },
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-          "text": "Family Life: [header] How to adopt a russian baby [title] Fill out form i-600a, application for advance processing of orphan petition. [step] This form is available through the u.s. citizenship and immigration services, and it is the necessary first step in obtaining an immigrant visa for your adoptive child. You do not need to have a specific child in mind to complete this form. "
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-            },
-            "tags": []
-          },
-          {
-            "output": {
-              "text": "[title] Contact the uscis or a state-licensed adoption agency to request a home study. [step] Home studies must be performed in order to determine the fitness of you and the home environment you intend to bring a child into."
-            },
-            "tags": [
-              "correct"
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-              "text": "[title] Complete section ii of form ii of visa application, application for advance processing of a russian baby. [step] This form is available through the u.s."
-            },
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-              "text": "The form is brief to provide basic information about yourself and your adoptive child, as well as what you are looking for and need to bring with you. [title] Submit the completed form via the mail or by fax."
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-      },
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-        "temperature": 0.0,
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-        "input": {
-          "text": "Running a marathon: There are pictures of male participants shown dominating the scene where she was the only female participant. She talks about her experience as she shows more pictures of her participation against all odds. She"
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-        "references": [
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-            "output": {
-              "text": "eventually walks off the set."
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-              "text": "talks about her experience again in waking and reading."
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-            "output": {
-              "text": "challenges her opponents with her stance and high kick, doing incredible falls on the mat in the process."
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-        "id": "id41468"
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-        "model": "eleutherai/pythia-1b-v0",
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-        "prompt": "The following are multiple choice questions (with answers) about common sense.\n\nQuestion: Putting on makeup: The words how to apply mascara appear. A woman with long black hair\nA. presents a bow and ribbon, followed by painted eye shadow, and a gift wrap.\nB. appears on a black screen with white lines, soap, and information at the bottom.\nC. appears in the large window.\nD. is talking to the camera.\nAnswer: D\n\nQuestion: Polishing shoes: The man uses the polish on his shoes. The man brushes his shoes with occasional blowing. The man shines his shoes. The man\nA. replaces the frame and arm strap on the shoes.\nB. shines balls of polish onto his shoes.\nC. puts the shoes on the stand to style them.\nD. talks to the camera.\nAnswer: D\n\nQuestion: Laying tile: The floor is swept, cleaned, and prepared for the process. The men begin to lay the vinyl flooring across the floor one piece at a time. The final result\nA. is shown on the screen.\nB. of the carpet is shown.\nC. is displayed in the male success rate.\nD. is seen with one ran through the floor.\nAnswer: A\n\nQuestion: Waterskiing: A person is water skiing behind a boat. They are going back and forth behind the boat. Words\nA. are on the screen.\nB. come onto the screen at the end.\nC. appear on the screen.\nD. are shown on the screen.\nAnswer: D\n\nQuestion: Ping-pong: We see an instructional title screen. The man demonstrates hitting a ball and we see him in play hitting the ball. We\nA. see the man beating a bag over a net.\nB. see the ending title screen.\nC. see a disc fly from 2 people.\nD. see the ending title screen again.\nAnswer: B\n\nQuestion: Running a marathon: There are pictures of male participants shown dominating the scene where she was the only female participant. She talks about her experience as she shows more pictures of her participation against all odds. She\nA. eventually walks off the set.\nB. also shares information on how things changed later when she was finally allowed to participate freely.\nC. talks about her experience again in waking and reading.\nD. challenges her opponents with her stance and high kick, doing incredible falls on the mat in the process.\nAnswer:",
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-        "input": {
-          "text": "Personal Care and Style: [header] How to keep hair from curling with humidity [title] Lock in moisture with conditioner. [step] Dry hair, especially curly hair, needs lots of moisture. This is because curly hair tends to be on the drier end of the spectrum compared to straight hair. "
-        },
-        "references": [
-          {
-            "output": {
-              "text": "Instead of styling damp hair, work in conditioner to restore moisture to your hair. [substeps] In severe weather, it's a good idea to mist your hair twice a day, once in the morning and once at night."
-            },
-            "tags": []
-          },
-          {
-            "output": {
-              "text": "If you have curly hair or textured hair, moisturizing is the key to preventing frizz when it's humid. [substeps] Choose a shampoo and conditioner that is made for curly hair."
-            },
-            "tags": [
-              "correct"
-            ]
-          },
-          {
-            "output": {
-              "text": "As such, this may make your hair release moisture into the air instead of in wet curls. [substeps] Use a steam wand or mini-cooler to draw moisture from your hair, such as a hair dryer or a head dryer."
-            },
-            "tags": []
-          },
-          {
-            "output": {
-              "text": "Set your hair loose with a spritz of water as needed. If it tends to curl less, wipe away the excess moisture with a silk scarf."
-            },
-            "tags": []
-          }
-        ],
-        "split": "valid",
-        "id": "id44284"
-      },
-      "train_trial_index": 0,
-      "output_mapping": {
-        "A": "Instead of styling damp hair, work in conditioner to restore moisture to your hair. [substeps] In severe weather, it's a good idea to mist your hair twice a day, once in the morning and once at night.",
-        "B": "If you have curly hair or textured hair, moisturizing is the key to preventing frizz when it's humid. [substeps] Choose a shampoo and conditioner that is made for curly hair.",
-        "C": "As such, this may make your hair release moisture into the air instead of in wet curls. [substeps] Use a steam wand or mini-cooler to draw moisture from your hair, such as a hair dryer or a head dryer.",
-        "D": "Set your hair loose with a spritz of water as needed. If it tends to curl less, wipe away the excess moisture with a silk scarf."
-      },
-      "request": {
-        "model_deployment": "huggingface/pythia-1b-v0",
-        "model": "eleutherai/pythia-1b-v0",
-        "embedding": false,
-        "prompt": "The following are multiple choice questions (with answers) about common sense.\n\nQuestion: Putting on makeup: The words how to apply mascara appear. A woman with long black hair\nA. presents a bow and ribbon, followed by painted eye shadow, and a gift wrap.\nB. appears on a black screen with white lines, soap, and information at the bottom.\nC. appears in the large window.\nD. is talking to the camera.\nAnswer: D\n\nQuestion: Polishing shoes: The man uses the polish on his shoes. The man brushes his shoes with occasional blowing. The man shines his shoes. The man\nA. replaces the frame and arm strap on the shoes.\nB. shines balls of polish onto his shoes.\nC. puts the shoes on the stand to style them.\nD. talks to the camera.\nAnswer: D\n\nQuestion: Laying tile: The floor is swept, cleaned, and prepared for the process. The men begin to lay the vinyl flooring across the floor one piece at a time. The final result\nA. is shown on the screen.\nB. of the carpet is shown.\nC. is displayed in the male success rate.\nD. is seen with one ran through the floor.\nAnswer: A\n\nQuestion: Waterskiing: A person is water skiing behind a boat. They are going back and forth behind the boat. Words\nA. are on the screen.\nB. come onto the screen at the end.\nC. appear on the screen.\nD. are shown on the screen.\nAnswer: D\n\nQuestion: Ping-pong: We see an instructional title screen. The man demonstrates hitting a ball and we see him in play hitting the ball. We\nA. see the man beating a bag over a net.\nB. see the ending title screen.\nC. see a disc fly from 2 people.\nD. see the ending title screen again.\nAnswer: B\n\nQuestion: Personal Care and Style: [header] How to keep hair from curling with humidity [title] Lock in moisture with conditioner. [step] Dry hair, especially curly hair, needs lots of moisture. This is because curly hair tends to be on the drier end of the spectrum compared to straight hair. \nA. Instead of styling damp hair, work in conditioner to restore moisture to your hair. [substeps] In severe weather, it's a good idea to mist your hair twice a day, once in the morning and once at night.\nB. If you have curly hair or textured hair, moisturizing is the key to preventing frizz when it's humid. [substeps] Choose a shampoo and conditioner that is made for curly hair.\nC. As such, this may make your hair release moisture into the air instead of in wet curls. [substeps] Use a steam wand or mini-cooler to draw moisture from your hair, such as a hair dryer or a head dryer.\nD. Set your hair loose with a spritz of water as needed. If it tends to curl less, wipe away the excess moisture with a silk scarf.\nAnswer:",
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-            "text": " B",
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-        "request_time": 9.90688705444336,
-        "request_datetime": 1751730028
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-}
\ No newline at end of file
diff --git a/tests/data/helm/commonsense:dataset=hellaswag,method=multiple_choice_joint,model=eleutherai_pythia-1b-v0/stats.json b/tests/data/helm/commonsense:dataset=hellaswag,method=multiple_choice_joint,model=eleutherai_pythia-1b-v0/stats.json
deleted file mode 100644
index 8cbc8363c..000000000
--- a/tests/data/helm/commonsense:dataset=hellaswag,method=multiple_choice_joint,model=eleutherai_pythia-1b-v0/stats.json
+++ /dev/null
@@ -1,1426 +0,0 @@
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diff --git a/tests/data/helm/mmlu:subject=philosophy,method=multiple_choice_joint,model=openai_gpt2/per_instance_stats.json b/tests/data/helm/mmlu:subject=philosophy,method=multiple_choice_joint,model=openai_gpt2/per_instance_stats.json
deleted file mode 100644
index bebce63b7..000000000
--- a/tests/data/helm/mmlu:subject=philosophy,method=multiple_choice_joint,model=openai_gpt2/per_instance_stats.json
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\ No newline at end of file
diff --git a/tests/data/helm/mmlu:subject=philosophy,method=multiple_choice_joint,model=openai_gpt2/run_spec.json b/tests/data/helm/mmlu:subject=philosophy,method=multiple_choice_joint,model=openai_gpt2/run_spec.json
deleted file mode 100644
index 84b0d0527..000000000
--- a/tests/data/helm/mmlu:subject=philosophy,method=multiple_choice_joint,model=openai_gpt2/run_spec.json
+++ /dev/null
@@ -1,73 +0,0 @@
-{
-  "name": "mmlu:subject=philosophy,method=multiple_choice_joint,model=openai_gpt2",
-  "scenario_spec": {
-    "class_name": "helm.benchmark.scenarios.mmlu_scenario.MMLUScenario",
-    "args": {
-      "subject": "philosophy"
-    }
-  },
-  "adapter_spec": {
-    "method": "multiple_choice_joint",
-    "global_prefix": "",
-    "global_suffix": "",
-    "instructions": "The following are multiple choice questions (with answers) about philosophy.\n",
-    "input_prefix": "Question: ",
-    "input_suffix": "\n",
-    "reference_prefix": "A. ",
-    "reference_suffix": "\n",
-    "chain_of_thought_prefix": "",
-    "chain_of_thought_suffix": "\n",
-    "output_prefix": "Answer: ",
-    "output_suffix": "\n",
-    "instance_prefix": "\n",
-    "substitutions": [],
-    "max_train_instances": 5,
-    "max_eval_instances": 10,
-    "num_outputs": 5,
-    "num_train_trials": 1,
-    "num_trials": 1,
-    "sample_train": true,
-    "model_deployment": "huggingface/gpt2",
-    "model": "openai/gpt2",
-    "temperature": 0.0,
-    "max_tokens": 1,
-    "stop_sequences": [
-      "\n"
-    ],
-    "multi_label": false
-  },
-  "metric_specs": [
-    {
-      "class_name": "helm.benchmark.metrics.basic_metrics.BasicGenerationMetric",
-      "args": {
-        "names": [
-          "exact_match",
-          "quasi_exact_match",
-          "prefix_exact_match",
-          "quasi_prefix_exact_match"
-        ]
-      }
-    },
-    {
-      "class_name": "helm.benchmark.metrics.basic_metrics.BasicReferenceMetric",
-      "args": {}
-    },
-    {
-      "class_name": "helm.benchmark.metrics.basic_metrics.InstancesPerSplitMetric",
-      "args": {}
-    }
-  ],
-  "data_augmenter_spec": {
-    "perturbation_specs": [],
-    "should_augment_train_instances": false,
-    "should_include_original_train": false,
-    "should_skip_unchanged_train": false,
-    "should_augment_eval_instances": false,
-    "should_include_original_eval": false,
-    "should_skip_unchanged_eval": false,
-    "seeds_per_instance": 1
-  },
-  "groups": [
-    "mmlu"
-  ]
-}
\ No newline at end of file
diff --git a/tests/data/helm/mmlu:subject=philosophy,method=multiple_choice_joint,model=openai_gpt2/scenario.json b/tests/data/helm/mmlu:subject=philosophy,method=multiple_choice_joint,model=openai_gpt2/scenario.json
deleted file mode 100644
index ad14658ca..000000000
--- a/tests/data/helm/mmlu:subject=philosophy,method=multiple_choice_joint,model=openai_gpt2/scenario.json
+++ /dev/null
@@ -1,9 +0,0 @@
-{
-  "name": "mmlu",
-  "description": "Massive Multitask Language Understanding",
-  "tags": [
-    "knowledge",
-    "multiple_choice"
-  ],
-  "definition_path": "https://github.com/stanford-crfm/helm/blob/main/src/helm/benchmark/scenarios/mmlu_scenario.py"
-}
\ No newline at end of file
diff --git a/tests/data/helm/mmlu:subject=philosophy,method=multiple_choice_joint,model=openai_gpt2/scenario_state.json b/tests/data/helm/mmlu:subject=philosophy,method=multiple_choice_joint,model=openai_gpt2/scenario_state.json
deleted file mode 100644
index 81d679e9a..000000000
--- a/tests/data/helm/mmlu:subject=philosophy,method=multiple_choice_joint,model=openai_gpt2/scenario_state.json
+++ /dev/null
@@ -1,844 +0,0 @@
-{
-  "adapter_spec": {
-    "method": "multiple_choice_joint",
-    "global_prefix": "",
-    "global_suffix": "",
-    "instructions": "The following are multiple choice questions (with answers) about philosophy.\n",
-    "input_prefix": "Question: ",
-    "input_suffix": "\n",
-    "reference_prefix": "A. ",
-    "reference_suffix": "\n",
-    "chain_of_thought_prefix": "",
-    "chain_of_thought_suffix": "\n",
-    "output_prefix": "Answer: ",
-    "output_suffix": "\n",
-    "instance_prefix": "\n",
-    "substitutions": [],
-    "max_train_instances": 5,
-    "max_eval_instances": 10,
-    "num_outputs": 5,
-    "num_train_trials": 1,
-    "num_trials": 1,
-    "sample_train": true,
-    "model_deployment": "huggingface/gpt2",
-    "model": "openai/gpt2",
-    "temperature": 0.0,
-    "max_tokens": 1,
-    "stop_sequences": [
-      "\n"
-    ],
-    "multi_label": false
-  },
-  "request_states": [
-    {
-      "instance": {
-        "input": {
-          "text": "What does the notion of \u201cmeaning in life\u201d refer to?"
-        },
-        "references": [
-          {
-            "output": {
-              "text": "external meaning"
-            },
-            "tags": []
-          },
-          {
-            "output": {
-              "text": "god's plan"
-            },
-            "tags": []
-          },
-          {
-            "output": {
-              "text": "internalmeaning"
-            },
-            "tags": [
-              "correct"
-            ]
-          },
-          {
-            "output": {
-              "text": "meaning in an afterlife"
-            },
-            "tags": []
-          }
-        ],
-        "split": "test",
-        "id": "id147"
-      },
-      "train_trial_index": 0,
-      "output_mapping": {
-        "A": "external meaning",
-        "B": "god's plan",
-        "C": "internalmeaning",
-        "D": "meaning in an afterlife"
-      },
-      "request": {
-        "model_deployment": "huggingface/gpt2",
-        "model": "openai/gpt2",
-        "embedding": false,
-        "prompt": "The following are multiple choice questions (with answers) about philosophy.\n\nQuestion: The study of reality in the broadest sense, an inquiry into the elemental nature of the universe and the things in it, is known as _____.\nA. metaphysics\nB. epistemology\nC. quantum physics\nD. axiology\nAnswer: A\n\nQuestion: According to Moore\u2019s \u201cideal utilitarianism,\u201d the right action is the one that brings about the greatest amount of:\nA. pleasure.\nB. happiness.\nC. good.\nD. virtue.\nAnswer: C\n\nQuestion: Psychological egoism is:\nA. an ethical theory about how we ought to behave.\nB. a generalization concerning the way people tend to behave.\nC. a claim about human nature and the ways people are capable of behaving.\nD. none of the above.\nAnswer: C\n\nQuestion: Before Tolstoy's Christian conversion, what was his perspective on the meaning of life?\nA. optimist\nB. satisfied\nC. nominally religious\nD. pessimist\nAnswer: D\n\nQuestion: According to d'Holbach, people always act according to _____.\nA. free choices\nB. dictates of the soul\nC. necessary natural laws\nD. undetermined will\nAnswer: C\n\nQuestion: What does the notion of \u201cmeaning in life\u201d refer to?\nA. external meaning\nB. god's plan\nC. internalmeaning\nD. meaning in an afterlife\nAnswer:",
-        "temperature": 0.0,
-        "num_completions": 1,
-        "top_k_per_token": 5,
-        "max_tokens": 1,
-        "stop_sequences": [],
-        "echo_prompt": false,
-        "top_p": 1,
-        "presence_penalty": 0,
-        "frequency_penalty": 0
-      },
-      "result": {
-        "success": true,
-        "embedding": [],
-        "completions": [
-          {
-            "text": " D",
-            "logprob": 0.0,
-            "tokens": [
-              {
-                "text": " D",
-                "logprob": 0.0
-              }
-            ]
-          }
-        ],
-        "cached": false,
-        "request_time": 0.6803672313690186,
-        "request_datetime": 1762354922
-      },
-      "num_train_instances": 5,
-      "prompt_truncated": false,
-      "num_conditioning_tokens": 0
-    },
-    {
-      "instance": {
-        "input": {
-          "text": "In Plato's idealism, the unchanging Ideas or \"Forms\" in terms of which sensible objects both exist and are known must transcend (that is, exist beyond) the changing realm of appearances; because if Forms changed, then:"
-        },
-        "references": [
-          {
-            "output": {
-              "text": "the only things in the sensible world that we could ever experience would be concepts."
-            },
-            "tags": []
-          },
-          {
-            "output": {
-              "text": "the sensible realm (in contrast to the intelligible realm) would consist only of copies of real things."
-            },
-            "tags": []
-          },
-          {
-            "output": {
-              "text": "nothing in the experienced world could be or be identified as one determinate thing or another."
-            },
-            "tags": [
-              "correct"
-            ]
-          },
-          {
-            "output": {
-              "text": "the sensible world would consist of unchanging Forms."
-            },
-            "tags": []
-          }
-        ],
-        "split": "valid",
-        "id": "id11"
-      },
-      "train_trial_index": 0,
-      "output_mapping": {
-        "A": "the only things in the sensible world that we could ever experience would be concepts.",
-        "B": "the sensible realm (in contrast to the intelligible realm) would consist only of copies of real things.",
-        "C": "nothing in the experienced world could be or be identified as one determinate thing or another.",
-        "D": "the sensible world would consist of unchanging Forms."
-      },
-      "request": {
-        "model_deployment": "huggingface/gpt2",
-        "model": "openai/gpt2",
-        "embedding": false,
-        "prompt": "The following are multiple choice questions (with answers) about philosophy.\n\nQuestion: The study of reality in the broadest sense, an inquiry into the elemental nature of the universe and the things in it, is known as _____.\nA. metaphysics\nB. epistemology\nC. quantum physics\nD. axiology\nAnswer: A\n\nQuestion: According to Moore\u2019s \u201cideal utilitarianism,\u201d the right action is the one that brings about the greatest amount of:\nA. pleasure.\nB. happiness.\nC. good.\nD. virtue.\nAnswer: C\n\nQuestion: Psychological egoism is:\nA. an ethical theory about how we ought to behave.\nB. a generalization concerning the way people tend to behave.\nC. a claim about human nature and the ways people are capable of behaving.\nD. none of the above.\nAnswer: C\n\nQuestion: Before Tolstoy's Christian conversion, what was his perspective on the meaning of life?\nA. optimist\nB. satisfied\nC. nominally religious\nD. pessimist\nAnswer: D\n\nQuestion: According to d'Holbach, people always act according to _____.\nA. free choices\nB. dictates of the soul\nC. necessary natural laws\nD. undetermined will\nAnswer: C\n\nQuestion: In Plato's idealism, the unchanging Ideas or \"Forms\" in terms of which sensible objects both exist and are known must transcend (that is, exist beyond) the changing realm of appearances; because if Forms changed, then:\nA. the only things in the sensible world that we could ever experience would be concepts.\nB. the sensible realm (in contrast to the intelligible realm) would consist only of copies of real things.\nC. nothing in the experienced world could be or be identified as one determinate thing or another.\nD. the sensible world would consist of unchanging Forms.\nAnswer:",
-        "temperature": 0.0,
-        "num_completions": 1,
-        "top_k_per_token": 5,
-        "max_tokens": 1,
-        "stop_sequences": [],
-        "echo_prompt": false,
-        "top_p": 1,
-        "presence_penalty": 0,
-        "frequency_penalty": 0
-      },
-      "result": {
-        "success": true,
-        "embedding": [],
-        "completions": [
-          {
-            "text": " D",
-            "logprob": 0.0,
-            "tokens": [
-              {
-                "text": " D",
-                "logprob": 0.0
-              }
-            ]
-          }
-        ],
-        "cached": false,
-        "request_time": 0.6785750389099121,
-        "request_datetime": 1762354922
-      },
-      "num_train_instances": 5,
-      "prompt_truncated": false,
-      "num_conditioning_tokens": 0
-    },
-    {
-      "instance": {
-        "input": {
-          "text": "Aristotle says  that what makes things be what they are--their essence--does not exist apart from individ-uals that exist in the world.  So if all the members of a species were destroyed, then their essence or form:"
-        },
-        "references": [
-          {
-            "output": {
-              "text": "would likewise be destroyed."
-            },
-            "tags": [
-              "correct"
-            ]
-          },
-          {
-            "output": {
-              "text": "would be destroyed only if there were no one around to remember the species."
-            },
-            "tags": []
-          },
-          {
-            "output": {
-              "text": "would continue existing (as with Plato's Forms) in some other realm of being."
-            },
-            "tags": []
-          },
-          {
-            "output": {
-              "text": "would not be destroyed because there was no essence or form originally to be destroyed; there are only individuals, not universal essences or natures of things."
-            },
-            "tags": []
-          }
-        ],
-        "split": "test",
-        "id": "id65"
-      },
-      "train_trial_index": 0,
-      "output_mapping": {
-        "A": "would likewise be destroyed.",
-        "B": "would be destroyed only if there were no one around to remember the species.",
-        "C": "would continue existing (as with Plato's Forms) in some other realm of being.",
-        "D": "would not be destroyed because there was no essence or form originally to be destroyed; there are only individuals, not universal essences or natures of things."
-      },
-      "request": {
-        "model_deployment": "huggingface/gpt2",
-        "model": "openai/gpt2",
-        "embedding": false,
-        "prompt": "The following are multiple choice questions (with answers) about philosophy.\n\nQuestion: The study of reality in the broadest sense, an inquiry into the elemental nature of the universe and the things in it, is known as _____.\nA. metaphysics\nB. epistemology\nC. quantum physics\nD. axiology\nAnswer: A\n\nQuestion: According to Moore\u2019s \u201cideal utilitarianism,\u201d the right action is the one that brings about the greatest amount of:\nA. pleasure.\nB. happiness.\nC. good.\nD. virtue.\nAnswer: C\n\nQuestion: Psychological egoism is:\nA. an ethical theory about how we ought to behave.\nB. a generalization concerning the way people tend to behave.\nC. a claim about human nature and the ways people are capable of behaving.\nD. none of the above.\nAnswer: C\n\nQuestion: Before Tolstoy's Christian conversion, what was his perspective on the meaning of life?\nA. optimist\nB. satisfied\nC. nominally religious\nD. pessimist\nAnswer: D\n\nQuestion: According to d'Holbach, people always act according to _____.\nA. free choices\nB. dictates of the soul\nC. necessary natural laws\nD. undetermined will\nAnswer: C\n\nQuestion: Aristotle says  that what makes things be what they are--their essence--does not exist apart from individ-uals that exist in the world.  So if all the members of a species were destroyed, then their essence or form:\nA. would likewise be destroyed.\nB. would be destroyed only if there were no one around to remember the species.\nC. would continue existing (as with Plato's Forms) in some other realm of being.\nD. would not be destroyed because there was no essence or form originally to be destroyed; there are only individuals, not universal essences or natures of things.\nAnswer:",
-        "temperature": 0.0,
-        "num_completions": 1,
-        "top_k_per_token": 5,
-        "max_tokens": 1,
-        "stop_sequences": [],
-        "echo_prompt": false,
-        "top_p": 1,
-        "presence_penalty": 0,
-        "frequency_penalty": 0
-      },
-      "result": {
-        "success": true,
-        "embedding": [],
-        "completions": [
-          {
-            "text": " D",
-            "logprob": 0.0,
-            "tokens": [
-              {
-                "text": " D",
-                "logprob": 0.0
-              }
-            ]
-          }
-        ],
-        "cached": false,
-        "request_time": 0.6800699234008789,
-        "request_datetime": 1762354922
-      },
-      "num_train_instances": 5,
-      "prompt_truncated": false,
-      "num_conditioning_tokens": 0
-    },
-    {
-      "instance": {
-        "input": {
-          "text": "Aesthetic values have to do with _______"
-        },
-        "references": [
-          {
-            "output": {
-              "text": "the moral value of works of art and other objects that could be judged beautiful"
-            },
-            "tags": []
-          },
-          {
-            "output": {
-              "text": "good and bad works of art and other objects that could be judged beautiful"
-            },
-            "tags": [
-              "correct"
-            ]
-          },
-          {
-            "output": {
-              "text": "the moral values of artists and critics"
-            },
-            "tags": []
-          },
-          {
-            "output": {
-              "text": "pragmatic decisions regarding the display of art"
-            },
-            "tags": []
-          }
-        ],
-        "split": "test",
-        "id": "id344"
-      },
-      "train_trial_index": 0,
-      "output_mapping": {
-        "A": "the moral value of works of art and other objects that could be judged beautiful",
-        "B": "good and bad works of art and other objects that could be judged beautiful",
-        "C": "the moral values of artists and critics",
-        "D": "pragmatic decisions regarding the display of art"
-      },
-      "request": {
-        "model_deployment": "huggingface/gpt2",
-        "model": "openai/gpt2",
-        "embedding": false,
-        "prompt": "The following are multiple choice questions (with answers) about philosophy.\n\nQuestion: The study of reality in the broadest sense, an inquiry into the elemental nature of the universe and the things in it, is known as _____.\nA. metaphysics\nB. epistemology\nC. quantum physics\nD. axiology\nAnswer: A\n\nQuestion: According to Moore\u2019s \u201cideal utilitarianism,\u201d the right action is the one that brings about the greatest amount of:\nA. pleasure.\nB. happiness.\nC. good.\nD. virtue.\nAnswer: C\n\nQuestion: Psychological egoism is:\nA. an ethical theory about how we ought to behave.\nB. a generalization concerning the way people tend to behave.\nC. a claim about human nature and the ways people are capable of behaving.\nD. none of the above.\nAnswer: C\n\nQuestion: Before Tolstoy's Christian conversion, what was his perspective on the meaning of life?\nA. optimist\nB. satisfied\nC. nominally religious\nD. pessimist\nAnswer: D\n\nQuestion: According to d'Holbach, people always act according to _____.\nA. free choices\nB. dictates of the soul\nC. necessary natural laws\nD. undetermined will\nAnswer: C\n\nQuestion: Aesthetic values have to do with _______\nA. the moral value of works of art and other objects that could be judged beautiful\nB. good and bad works of art and other objects that could be judged beautiful\nC. the moral values of artists and critics\nD. pragmatic decisions regarding the display of art\nAnswer:",
-        "temperature": 0.0,
-        "num_completions": 1,
-        "top_k_per_token": 5,
-        "max_tokens": 1,
-        "stop_sequences": [],
-        "echo_prompt": false,
-        "top_p": 1,
-        "presence_penalty": 0,
-        "frequency_penalty": 0
-      },
-      "result": {
-        "success": true,
-        "embedding": [],
-        "completions": [
-          {
-            "text": " D",
-            "logprob": 0.0,
-            "tokens": [
-              {
-                "text": " D",
-                "logprob": 0.0
-              }
-            ]
-          }
-        ],
-        "cached": false,
-        "request_time": 0.6793179512023926,
-        "request_datetime": 1762354922
-      },
-      "num_train_instances": 5,
-      "prompt_truncated": false,
-      "num_conditioning_tokens": 0
-    },
-    {
-      "instance": {
-        "input": {
-          "text": "According to Moore, we are thinking about good whenever we think about:"
-        },
-        "references": [
-          {
-            "output": {
-              "text": "pleasure."
-            },
-            "tags": []
-          },
-          {
-            "output": {
-              "text": "things that we desire."
-            },
-            "tags": []
-          },
-          {
-            "output": {
-              "text": "intrinsic value."
-            },
-            "tags": [
-              "correct"
-            ]
-          },
-          {
-            "output": {
-              "text": "none of the above."
-            },
-            "tags": []
-          }
-        ],
-        "split": "test",
-        "id": "id59"
-      },
-      "train_trial_index": 0,
-      "output_mapping": {
-        "A": "pleasure.",
-        "B": "things that we desire.",
-        "C": "intrinsic value.",
-        "D": "none of the above."
-      },
-      "request": {
-        "model_deployment": "huggingface/gpt2",
-        "model": "openai/gpt2",
-        "embedding": false,
-        "prompt": "The following are multiple choice questions (with answers) about philosophy.\n\nQuestion: The study of reality in the broadest sense, an inquiry into the elemental nature of the universe and the things in it, is known as _____.\nA. metaphysics\nB. epistemology\nC. quantum physics\nD. axiology\nAnswer: A\n\nQuestion: According to Moore\u2019s \u201cideal utilitarianism,\u201d the right action is the one that brings about the greatest amount of:\nA. pleasure.\nB. happiness.\nC. good.\nD. virtue.\nAnswer: C\n\nQuestion: Psychological egoism is:\nA. an ethical theory about how we ought to behave.\nB. a generalization concerning the way people tend to behave.\nC. a claim about human nature and the ways people are capable of behaving.\nD. none of the above.\nAnswer: C\n\nQuestion: Before Tolstoy's Christian conversion, what was his perspective on the meaning of life?\nA. optimist\nB. satisfied\nC. nominally religious\nD. pessimist\nAnswer: D\n\nQuestion: According to d'Holbach, people always act according to _____.\nA. free choices\nB. dictates of the soul\nC. necessary natural laws\nD. undetermined will\nAnswer: C\n\nQuestion: According to Moore, we are thinking about good whenever we think about:\nA. pleasure.\nB. things that we desire.\nC. intrinsic value.\nD. none of the above.\nAnswer:",
-        "temperature": 0.0,
-        "num_completions": 1,
-        "top_k_per_token": 5,
-        "max_tokens": 1,
-        "stop_sequences": [],
-        "echo_prompt": false,
-        "top_p": 1,
-        "presence_penalty": 0,
-        "frequency_penalty": 0
-      },
-      "result": {
-        "success": true,
-        "embedding": [],
-        "completions": [
-          {
-            "text": " D",
-            "logprob": 0.0,
-            "tokens": [
-              {
-                "text": " D",
-                "logprob": 0.0
-              }
-            ]
-          }
-        ],
-        "cached": false,
-        "request_time": 0.10651206970214844,
-        "request_datetime": 1762354922
-      },
-      "num_train_instances": 5,
-      "prompt_truncated": false,
-      "num_conditioning_tokens": 0
-    },
-    {
-      "instance": {
-        "input": {
-          "text": "Craig argues that the series of events in time cannot be actually infinite, so we know that _____."
-        },
-        "references": [
-          {
-            "output": {
-              "text": "the universe is finite in the past and began to exist"
-            },
-            "tags": [
-              "correct"
-            ]
-          },
-          {
-            "output": {
-              "text": "the universe is infinite in the past"
-            },
-            "tags": []
-          },
-          {
-            "output": {
-              "text": "the universe never is uncaused"
-            },
-            "tags": []
-          },
-          {
-            "output": {
-              "text": "the universe exists only in the mind"
-            },
-            "tags": []
-          }
-        ],
-        "split": "test",
-        "id": "id291"
-      },
-      "train_trial_index": 0,
-      "output_mapping": {
-        "A": "the universe is finite in the past and began to exist",
-        "B": "the universe is infinite in the past",
-        "C": "the universe never is uncaused",
-        "D": "the universe exists only in the mind"
-      },
-      "request": {
-        "model_deployment": "huggingface/gpt2",
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diff --git a/tests/data/helm/mmlu:subject=philosophy,method=multiple_choice_joint,model=openai_gpt2/stats.json b/tests/data/helm/mmlu:subject=philosophy,method=multiple_choice_joint,model=openai_gpt2/stats.json
deleted file mode 100644
index 25374cbb6..000000000
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diff --git a/tests/data/helm/narrative_qa:model=openai_gpt2/per_instance_stats.json b/tests/data/helm/narrative_qa:model=openai_gpt2/per_instance_stats.json
deleted file mode 100644
index 2a7de0caa..000000000
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-          "name": "num_perplexity_tokens",
-          "split": "test"
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-        "sum_squared": 10000,
-        "min": 100,
-        "max": 100,
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\ No newline at end of file
diff --git a/tests/data/helm/narrative_qa:model=openai_gpt2/run_spec.json b/tests/data/helm/narrative_qa:model=openai_gpt2/run_spec.json
deleted file mode 100644
index ff005c9fc..000000000
--- a/tests/data/helm/narrative_qa:model=openai_gpt2/run_spec.json
+++ /dev/null
@@ -1,73 +0,0 @@
-{
-  "name": "narrative_qa:model=openai_gpt2",
-  "scenario_spec": {
-    "class_name": "helm.benchmark.scenarios.narrativeqa_scenario.NarrativeQAScenario",
-    "args": {}
-  },
-  "adapter_spec": {
-    "method": "generation",
-    "global_prefix": "",
-    "global_suffix": "",
-    "instructions": "",
-    "input_prefix": "Passage: ",
-    "input_suffix": "\n",
-    "reference_prefix": "A. ",
-    "reference_suffix": "\n",
-    "chain_of_thought_prefix": "",
-    "chain_of_thought_suffix": "\n",
-    "output_prefix": "Answer: ",
-    "output_suffix": "\n",
-    "instance_prefix": "\n",
-    "substitutions": [],
-    "max_train_instances": 5,
-    "max_eval_instances": 5,
-    "num_outputs": 1,
-    "num_train_trials": 1,
-    "num_trials": 1,
-    "sample_train": true,
-    "model_deployment": "huggingface/gpt2",
-    "model": "openai/gpt2",
-    "temperature": 0.0,
-    "max_tokens": 100,
-    "stop_sequences": [
-      "\n"
-    ],
-    "multi_label": false
-  },
-  "metric_specs": [
-    {
-      "class_name": "helm.benchmark.metrics.basic_metrics.BasicGenerationMetric",
-      "args": {
-        "names": [
-          "exact_match",
-          "quasi_exact_match",
-          "f1_score",
-          "rouge_l",
-          "bleu_1",
-          "bleu_4"
-        ]
-      }
-    },
-    {
-      "class_name": "helm.benchmark.metrics.basic_metrics.BasicReferenceMetric",
-      "args": {}
-    },
-    {
-      "class_name": "helm.benchmark.metrics.basic_metrics.InstancesPerSplitMetric",
-      "args": {}
-    }
-  ],
-  "data_augmenter_spec": {
-    "perturbation_specs": [],
-    "should_augment_train_instances": false,
-    "should_include_original_train": false,
-    "should_skip_unchanged_train": false,
-    "should_augment_eval_instances": false,
-    "should_include_original_eval": false,
-    "should_skip_unchanged_eval": false,
-    "seeds_per_instance": 1
-  },
-  "groups": [
-    "narrative_qa"
-  ]
-}
\ No newline at end of file
diff --git a/tests/data/helm/narrative_qa:model=openai_gpt2/scenario.json b/tests/data/helm/narrative_qa:model=openai_gpt2/scenario.json
deleted file mode 100644
index 8d4345fc5..000000000
--- a/tests/data/helm/narrative_qa:model=openai_gpt2/scenario.json
+++ /dev/null
@@ -1,8 +0,0 @@
-{
-  "name": "narrativeqa",
-  "description": "Question answering using summaries of books/movie scripts.",
-  "tags": [
-    "question_answering"
-  ],
-  "definition_path": "https://github.com/stanford-crfm/helm/blob/main/src/helm/benchmark/scenarios/narrativeqa_scenario.py"
-}
\ No newline at end of file
diff --git a/tests/data/helm/narrative_qa:model=openai_gpt2/scenario_state.json b/tests/data/helm/narrative_qa:model=openai_gpt2/scenario_state.json
deleted file mode 100644
index 936e68472..000000000
--- a/tests/data/helm/narrative_qa:model=openai_gpt2/scenario_state.json
+++ /dev/null
@@ -1,1185 +0,0 @@
-{
-  "adapter_spec": {
-    "method": "generation",
-    "global_prefix": "",
-    "global_suffix": "",
-    "instructions": "",
-    "input_prefix": "Passage: ",
-    "input_suffix": "\n",
-    "reference_prefix": "A. ",
-    "reference_suffix": "\n",
-    "chain_of_thought_prefix": "",
-    "chain_of_thought_suffix": "\n",
-    "output_prefix": "Answer: ",
-    "output_suffix": "\n",
-    "instance_prefix": "\n",
-    "substitutions": [],
-    "max_train_instances": 5,
-    "max_eval_instances": 5,
-    "num_outputs": 1,
-    "num_train_trials": 1,
-    "num_trials": 1,
-    "sample_train": true,
-    "model_deployment": "huggingface/gpt2",
-    "model": "openai/gpt2",
-    "temperature": 0.0,
-    "max_tokens": 100,
-    "stop_sequences": [
-      "\n"
-    ],
-    "multi_label": false
-  },
-  "request_states": [
-    {
-      "instance": {
-        "input": {
-          "text": "Olive Penderghast, a 17-year-old girl living in Ojai, California lies to her best friend Rhiannon Abernathy about going on a date in order to get out of camping with Rhiannon's hippie parents. Instead, she hangs around the house all weekend listening to Natasha Bedingfield's \"Pocketful of Sunshine\", which is played by a greeting card she was sent. The following Monday, pressed by Rhiannon, Olive lies about losing her virginity to a college guy. Marianne Bryant, a prissy and strictly religious Christian at their school, overhears her telling the lie and soon it spreads like wildfire. The school's conservative church group run by Marianne decides Olive will be their next project. Olive confides the truth to her friend Brandon, and he explains how others bully him because of his homosexuality. He later asks Olive to pretend to sleep with him so that he will be accepted by everyone as a 'straight stud'.\nBrandon convinces Olive to help him and they pretend to have sex at a party. After having a fight with Rhiannon over Olive's new identity as a \"dirty skank\", Olive decides to counteract the harassment by embracing her new image as the school tramp. She begins to wear more provocative clothing and stitches a red \"A\" to everything she wears. Boys who usually have had no luck with girls in the past beg Olive to say they have had sex with her in order to increase their own popularity, in exchange for gift cards to various stores, in turn increasing her reputation. Things get worse when Micah, Marianne's 22-year-old boyfriend, contracts chlamydia from sleeping with Mrs. Griffith, the school guidance counsellor, and blames it all on Olive. Olive agrees to lie to cover up the affair so that the marriage of her favorite teacher, Mr. Griffith, would be spared.\nMarianne's religious clique, which now includes Rhiannon, begins harassing Olive in order to get her to leave school. After an ill-fated date with Anson, a boy who wants to pay her to actually sleep with him and not just pretend she did, Olive reconnects with Todd, her old crush, who is also the school's mascot. Todd then tells her that he does not believe the rumors because he remembers when she lied for him when he was not ready for his first kiss years ago. Olive then begins to ask everyone she lied for to help her out by telling the truth, but Brandon and Micah have abruptly left town and everyone else is enjoying their newfound popularity and do not want the truth to get out. Mrs. Griffith also refuses to tell the truth and when Olive threatens to expose her, Mrs. Griffith rebuffs her, saying no one would believe her.\nOlive, out of spite, then immediately tells Mr. Griffith, who believes her and separates from Mrs. Griffith. After a friendly talk with her eccentric, open-minded mother Rosemary, Olive comes up with a plan to get everything finally out in the open. She then does a song and dance number at a school pep rally to get people's attention to watch her via web cam, where she confesses what she has done (the web cam is the framing device of the film). The various boys whose reputations Olive helped improve are also shown watching. Later, Olive texts Rhiannon, apologizing for lying to her. When she is finishing up her web cast, Todd comes by riding a lawnmower and tells her to come outside. She signs off by saying she may lose her virginity to Todd, and proudly declares it's nobody's business (much to Marianne's disgrace). She goes outside to meet him, they kiss and the two are shown riding off on the lawnmower.\nQuestion: Who is Todd besides Olive's old crush?"
-        },
-        "references": [
-          {
-            "output": {
-              "text": "The school Mascot"
-            },
-            "tags": [
-              "correct"
-            ]
-          },
-          {
-            "output": {
-              "text": "the schools mascot"
-            },
-            "tags": [
-              "correct"
-            ]
-          }
-        ],
-        "split": "test",
-        "id": "id1413"
-      },
-      "train_trial_index": 0,
-      "request": {
-        "model_deployment": "huggingface/gpt2",
-        "model": "openai/gpt2",
-        "embedding": false,
-        "prompt": "Passage: Olive Penderghast, a 17-year-old girl living in Ojai, California lies to her best friend Rhiannon Abernathy about going on a date in order to get out of camping with Rhiannon's hippie parents. Instead, she hangs around the house all weekend listening to Natasha Bedingfield's \"Pocketful of Sunshine\", which is played by a greeting card she was sent. The following Monday, pressed by Rhiannon, Olive lies about losing her virginity to a college guy. Marianne Bryant, a prissy and strictly religious Christian at their school, overhears her telling the lie and soon it spreads like wildfire. The school's conservative church group run by Marianne decides Olive will be their next project. Olive confides the truth to her friend Brandon, and he explains how others bully him because of his homosexuality. He later asks Olive to pretend to sleep with him so that he will be accepted by everyone as a 'straight stud'.\nBrandon convinces Olive to help him and they pretend to have sex at a party. After having a fight with Rhiannon over Olive's new identity as a \"dirty skank\", Olive decides to counteract the harassment by embracing her new image as the school tramp. She begins to wear more provocative clothing and stitches a red \"A\" to everything she wears. Boys who usually have had no luck with girls in the past beg Olive to say they have had sex with her in order to increase their own popularity, in exchange for gift cards to various stores, in turn increasing her reputation. Things get worse when Micah, Marianne's 22-year-old boyfriend, contracts chlamydia from sleeping with Mrs. Griffith, the school guidance counsellor, and blames it all on Olive. Olive agrees to lie to cover up the affair so that the marriage of her favorite teacher, Mr. Griffith, would be spared.\nMarianne's religious clique, which now includes Rhiannon, begins harassing Olive in order to get her to leave school. After an ill-fated date with Anson, a boy who wants to pay her to actually sleep with him and not just pretend she did, Olive reconnects with Todd, her old crush, who is also the school's mascot. Todd then tells her that he does not believe the rumors because he remembers when she lied for him when he was not ready for his first kiss years ago. Olive then begins to ask everyone she lied for to help her out by telling the truth, but Brandon and Micah have abruptly left town and everyone else is enjoying their newfound popularity and do not want the truth to get out. Mrs. Griffith also refuses to tell the truth and when Olive threatens to expose her, Mrs. Griffith rebuffs her, saying no one would believe her.\nOlive, out of spite, then immediately tells Mr. Griffith, who believes her and separates from Mrs. Griffith. After a friendly talk with her eccentric, open-minded mother Rosemary, Olive comes up with a plan to get everything finally out in the open. She then does a song and dance number at a school pep rally to get people's attention to watch her via web cam, where she confesses what she has done (the web cam is the framing device of the film). The various boys whose reputations Olive helped improve are also shown watching. Later, Olive texts Rhiannon, apologizing for lying to her. When she is finishing up her web cast, Todd comes by riding a lawnmower and tells her to come outside. She signs off by saying she may lose her virginity to Todd, and proudly declares it's nobody's business (much to Marianne's disgrace). She goes outside to meet him, they kiss and the two are shown riding off on the lawnmower.\nQuestion: Who is Todd besides Olive's old crush?\nAnswer:",
-        "temperature": 0.0,
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-        "max_tokens": 100,
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-        "presence_penalty": 0,
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-      "result": {
-        "success": true,
-        "embedding": [],
-        "completions": [
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-            "text": " Olive.",
-            "logprob": 0.0,
-            "tokens": [
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-                "text": " Olive",
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-              },
-              {
-                "text": ".",
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-        ],
-        "cached": false,
-        "request_time": 0.8313617706298828,
-        "request_datetime": 1763479296
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-      "num_train_instances": 0,
-      "prompt_truncated": false,
-      "num_conditioning_tokens": 0
-    },
-    {
-      "instance": {
-        "input": {
-          "text": "Indefer Jones is the aged squire, between seventy and eighty years of age, of a large manor, Llanfeare, in Carmarthen, Wales. His niece, Isabel Brodrick, has lived with him for years after the remarriage of her father, and endeared herself to everyone. However, according to his strong traditional beliefs, the estate should be bequeathed to a male heir.\nHis sole male blood relative is his nephew Henry Jones, a London clerk. Henry has, in the past, incurred debts that the squire had paid off, been \"sent away from Oxford\", and generally made a poor impression on his occasional visits to Llanfeare. Nevertheless, Henry is told of his uncle's intention to make him the heir to the estate and is invited to pay a visit. Isabel rejects her uncle's suggestion that she solve his dilemma by marrying Henry, as she cannot stand her cousin. Indefer Jones finds his nephew to be just as detestable as ever. As a result, he overcomes his prejudice and changes his will one final time, in Isabel's favour. Unfortunately, he dies before he can tell anyone.\nFinding the document hidden in a book of sermons by accident, Henry vacillates between keeping silent and revealing its location. He is neither good enough to give up the estate nor evil enough to burn the document, fearing disgrace, a long jail sentence and, not least, eternal damnation. Instead, he comforts himself by reasoning that doing nothing cannot be a crime.\nIndefer Jones had had his last will witnessed by two of his tenants, but since the will cannot be found despite a thorough search of the house, Henry inherits the estate. However, already extant suspicions are only strengthened by his guilty manner. He endures abuse from everyone; his own servants either quit or treat him with disrespect. He takes to spending hours in the library, where the will is hidden.\nThe local newspaper begins to publish accounts of the affair that are insulting and seemingly libelous to Henry. It accuses him of destroying the will and usurping the estate from Isabel, whom everybody knows and respects. The old squire's lawyer, Mr Apjohn, himself suspecting that Henry knows more than he lets on, approaches the new squire about the articles, pressuring the unwilling young man into taking legal action against the editor. Henry finds that this only makes things worse. The prospect of being cross examined in the witness box fills him with dread. He realises the truth would be dragged out of him in court.\nMr Apjohn, by clever questioning, gets a good idea about where the will is. Henry knows that time is running out, but once again procrastinates. Mr Apjohn and Mr Brodrick, Isabel's father, visit Henry at home and find the document, despite Henry's ineffectual efforts to stop them. Because he did not destroy the will, Henry is permitted to return to his job in London with his reputation intact and \u00c2\u01414000, the amount Isabel was bequeathed in the other will.\nQuestion: How is Isabel Brodrick related to Indefer Jones?"
-        },
-        "references": [
-          {
-            "output": {
-              "text": "She is his neice."
-            },
-            "tags": [
-              "correct"
-            ]
-          },
-          {
-            "output": {
-              "text": "His niece."
-            },
-            "tags": [
-              "correct"
-            ]
-          }
-        ],
-        "split": "test",
-        "id": "id1332"
-      },
-      "train_trial_index": 0,
-      "request": {
-        "model_deployment": "huggingface/gpt2",
-        "model": "openai/gpt2",
-        "embedding": false,
-        "prompt": "Passage: Indefer Jones is the aged squire, between seventy and eighty years of age, of a large manor, Llanfeare, in Carmarthen, Wales. His niece, Isabel Brodrick, has lived with him for years after the remarriage of her father, and endeared herself to everyone. However, according to his strong traditional beliefs, the estate should be bequeathed to a male heir.\nHis sole male blood relative is his nephew Henry Jones, a London clerk. Henry has, in the past, incurred debts that the squire had paid off, been \"sent away from Oxford\", and generally made a poor impression on his occasional visits to Llanfeare. Nevertheless, Henry is told of his uncle's intention to make him the heir to the estate and is invited to pay a visit. Isabel rejects her uncle's suggestion that she solve his dilemma by marrying Henry, as she cannot stand her cousin. Indefer Jones finds his nephew to be just as detestable as ever. As a result, he overcomes his prejudice and changes his will one final time, in Isabel's favour. Unfortunately, he dies before he can tell anyone.\nFinding the document hidden in a book of sermons by accident, Henry vacillates between keeping silent and revealing its location. He is neither good enough to give up the estate nor evil enough to burn the document, fearing disgrace, a long jail sentence and, not least, eternal damnation. Instead, he comforts himself by reasoning that doing nothing cannot be a crime.\nIndefer Jones had had his last will witnessed by two of his tenants, but since the will cannot be found despite a thorough search of the house, Henry inherits the estate. However, already extant suspicions are only strengthened by his guilty manner. He endures abuse from everyone; his own servants either quit or treat him with disrespect. He takes to spending hours in the library, where the will is hidden.\nThe local newspaper begins to publish accounts of the affair that are insulting and seemingly libelous to Henry. It accuses him of destroying the will and usurping the estate from Isabel, whom everybody knows and respects. The old squire's lawyer, Mr Apjohn, himself suspecting that Henry knows more than he lets on, approaches the new squire about the articles, pressuring the unwilling young man into taking legal action against the editor. Henry finds that this only makes things worse. The prospect of being cross examined in the witness box fills him with dread. He realises the truth would be dragged out of him in court.\nMr Apjohn, by clever questioning, gets a good idea about where the will is. Henry knows that time is running out, but once again procrastinates. Mr Apjohn and Mr Brodrick, Isabel's father, visit Henry at home and find the document, despite Henry's ineffectual efforts to stop them. Because he did not destroy the will, Henry is permitted to return to his job in London with his reputation intact and \u00c2\u01414000, the amount Isabel was bequeathed in the other will.\nQuestion: How is Isabel Brodrick related to Indefer Jones?\nAnswer:",
-        "temperature": 0.0,
-        "num_completions": 1,
-        "top_k_per_token": 1,
-        "max_tokens": 100,
-        "stop_sequences": [
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-            "text": " Isabel is a very good and intelligent woman. She is a very good and intelligent woman. She is a very good and intelligent woman. She is a very good and intelligent woman. She is a very good and intelligent woman.",
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-          "text": "The subject of Cratylus is the correctness of names (\u03c0\u03b5\u03c1\u1f76 \u1f40\u03bd\u03bf\u03bc\u03ac\u03c4\u03c9\u03bd \u1f40\u03c1\u03b8\u03cc\u03c4\u03b7\u03c4\u03bf\u03c2), in other words, it is a critique on the subject of naming (Baxter).\nWhen discussing a \u1f44\u03bd\u03bf\u03bc\u03b1  (onoma ) and how it would relate to its subject, Socrates compares the original creation of a word to the work of an artist. An artist uses color to express the essence of his subject in a painting. In much the same way, the creator of words uses letters containing certain sounds to express the essence of a word's subject. There is a letter that is best for soft things, one for liquid things, and so on. He comments;\nthe best possible way to speak consists in using names all (or most) of which are like the things they name (that is, are appropriate to them), while the worst is to use the opposite kind of names.\nOne countering position, held by Hermogenes, is that names have come about due to custom and convention. They do not express the essence of their subject, so they can be swapped with something unrelated by the individuals or communities who use them.\nThe line between the two perspectives is often blurred. During more than half of the dialogue, Socrates makes guesses at Hermogenes' request as to where names and words have come from. These include the names of the Olympian gods, personified deities, and many words that describe abstract concepts. He examines whether, for example, giving names of \"streams\" to Cronus and Rhea (\u03a1\u03bf\u03ae \u2013 flow or space) are purely accidental.\nDon't you think he who gave to the ancestors of the other gods the names \u201cRhea\u201d and \u201cCronus\u201d had the same thought as Heracleitus? Do you think he gave both of them the names of streams (\u1fe5\u03b5\u03c5\u03bc\u03ac\u03c4\u03c9\u03bd \u1f40\u03bd\u03cc\u03bc\u03b1\u03c4\u03b1) merely by chance?\nThe Greek term \"\u1fe5\u03b5\u1fe6\u03bc\u03b1\" may refer to the flow of any medium and is not restricted to the flow of water or liquids. Many of the words which Socrates uses as examples may have come from an idea originally linked to the name, but have changed over time. Those of which he cannot find a link, he often assumes have come from foreign origins or have changed so much as to lose all resemblance to the original word. He states, \"names have been so twisted in all manner of ways, that I should not be surprised if the old language when compared with that now in use would appear to us to be a barbarous tongue.\"\nThe final theory of relations between name and object named is posited by Cratylus, a disciple of Heraclitus, who believes that names arrive from divine origins, making them necessarily correct. Socrates rebukes this theory by reminding Cratylus of the imperfection of certain names in capturing the objects they seek to signify. From this point, Socrates ultimately rejects the study of language, believing it to be philosophically inferior to a study of things themselves.\nQuestion: What does the old language sound compared with the new language?"
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-          "text": "The novel begins in Manchester, where we are introduced to the Bartons and the Wilsons, two working-class families. John Barton is a questioner of the distribution of wealth and the relations between rich and poor. Soon his wife dies\u00e2\u0080\u0094he blames it on her grief over the disappearance of her sister Esther. Having already lost his son Tom at a young age, Barton is left to raise his daughter, Mary, alone and now falls into depression and begins to involve himself in the Chartist, trade-union movement.\nChapter 1 takes place in countryside where Moss Side is now.\nMary takes up work at a dressmaker's (her father having objected to her working in a factory) and becomes subject to the affections of hard-working Jem Wilson and Harry Carson, son of a wealthy mill owner. She fondly hopes, by marrying Carson, to secure a comfortable life for herself and her father, but immediately after refusing Jem's offer of marriage she realises that she truly loves him. She therefore decides to evade Carson, planning to show her feelings to Jem in the course of time. Jem believes her decision to be final, though this does not change his feelings for her.\nMeanwhile, Esther, a \"street-walker,\" returns to warn John Barton that he must save Mary from becoming like her. He simply pushes her away, however, and she's sent to jail for a month on the charge of vagrancy. Upon her release she talks to Jem with the same purpose. He promises that he will protect Mary and confronts Carson, eventually entering into a fight with him, which is witnessed by a policeman passing by.\nNot long afterwards, Carson is shot dead, and Jem is arrested for the crime, his gun having been found at the scene. Esther decides to investigate the matter further and discovers that the wadding for the gun was a piece of paper on which is written Mary's name.\nShe visits her niece to warn her to save the one she loves, and after she leaves Mary realises that the murderer is not Jem but her father. She is now faced with having to save her lover without giving away her father. With the help of Job Legh (the intelligent grandfather of her blind friend Margaret), Mary travels to Liverpool to find the only person who could provide an alibi for Jem \u00e2\u0080\u0093 Will Wilson, Jem's cousin and a sailor, who was with him on the night of the murder. Unfortunately, Will's ship is already departing, so that, after Mary chases after the ship in a small boat, the only thing Will can do is promise to return in the pilot ship and testify the next day.\nDuring the trial, Jem learns of Mary's great love for him. Will arrives in court to testify, and Jem is found \"not guilty\". Mary has fallen ill during the trial and is nursed by Mr Sturgis, an old sailor, and his wife. When she finally returns to Manchester she has to face her father, who is crushed by his remorse. He summons John Carson, Harry's father, to confess to him that he is the murderer. Carson is still set on justice, but after turning to the Bible he forgives Barton, who dies soon afterwards in Carson's arms. Not long after this Esther comes back to Mary's home, where she, too, soon dies.\nJem decides to leave England, where, his reputation damaged, it would be difficult for him to find a new job. The novel ends with the wedded Mary and Jem, their little child, and Mrs Wilson living happily in Canada. News comes that Margaret has regained her sight and that she and Will, soon to be married, will visit.\nQuestion: Who actually killed Harry Carson?"
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-          "text": "Tarzan returns to Opar, the source of the gold where a lost colony of fabled Atlantis is located, in order to make good on some financial reverses he has recently suffered. While Atlantis itself sank beneath the waves thousands of years ago, the workers of Opar continued to mine all of the gold, which means there is a rather huge stockpile but which is now lost to the memory of the Oparians and only Tarzan knows its secret location.\nA greedy, outlawed Belgian army officer, Albert Werper, in the employ of a criminal Arab, secretly follows Tarzan to Opar. There, Tarzan loses his memory after being struck on the head by a falling rock in the treasure room during an earthquake. On encountering La, the high priestess who is the servant of the Flaming God of Opar, and who is also very beautiful, Tarzan once again rejects her love which enrages her and she tries to have him killed; she had fallen in love with the apeman during their first encounter and La and her high priests are not going to allow Tarzan to escape their sacrificial knives this time.\nIn the meanwhile, Jane has been kidnapped by the Arab and wonders what is keeping her husband from once again coming to her rescue. A now amnesiac Tarzan and the Werper escape from Opar, bearing away the sacrificial knife of Opar which La and some retainers set out to recover. There is intrigue and counter intrigue the rest of the way.\nQuestion: Who is La?"
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diff --git a/tests/data/helm/narrative_qa:model=openai_gpt2/stats.json b/tests/data/helm/narrative_qa:model=openai_gpt2/stats.json
deleted file mode 100644
index d6d6444aa..000000000
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-    "name": {
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-      "perturbation": {
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-      "split": "valid",
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-        "name": "robustness",
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-        "computed_on": "worst"
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-      "perturbation": {
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-        "fairness": false,
-        "computed_on": "worst"
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-      "perturbation": {
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-    "stddev": 0.0
-  }
-]
\ No newline at end of file
diff --git a/utils/scripts/run_adapters.py b/utils/scripts/run_adapters.py
new file mode 100644
index 000000000..26e42d3fe
--- /dev/null
+++ b/utils/scripts/run_adapters.py
@@ -0,0 +1,430 @@
+#!/usr/bin/env python3
+
+import argparse
+import ast
+import datetime
+import json
+import os
+import re
+import shutil
+import subprocess
+import time
+import traceback
+import urllib.request
+from pathlib import Path
+from huggingface_hub import HfApi, hf_hub_download
+from huggingface_hub.utils import EntryNotFoundError
+
+REPO_ID = "deeplumiere/EEE_datastore"
+REPO_TYPE = "dataset"
+DATA_DIR = Path("data")
+STATS_FILE = DATA_DIR / "adapter_stats.json"
+REPORT_FILE = DATA_DIR / "run_report.json"
+UTILS_DIR = Path("utils")
+
+# Heuristics
+HEAVY_TIME_S = 60
+HEAVY_SIZE_MB = 50
+
+def get_dir_size_mb(path: Path) -> float:
+    total = 0
+    if not path.exists():
+        return 0.0
+    for f in path.rglob('*'):
+        if f.is_file():
+            total += f.stat().st_size
+    return total / (1024 * 1024)
+
+def download_hf_json(filename: str, default: dict, revision: str = "main") -> dict:
+    try:
+        path = hf_hub_download(repo_id=REPO_ID, filename=filename, repo_type=REPO_TYPE, revision=revision)
+        with open(path, "r", encoding="utf-8") as f:
+            return json.load(f)
+    except EntryNotFoundError:
+        return default
+    except Exception as e:
+        print(f"Warning: Could not download {filename} from HF, using default. ({e})")
+        return default
+
+def download_file(url: str, output: Path):
+    req = urllib.request.Request(url, headers={'User-Agent': 'every-eval-ever adapter runner'})
+    with urllib.request.urlopen(req, timeout=60) as response, open(output, 'wb') as out_file:
+        shutil.copyfileobj(response, out_file)
+
+def check_headers(url: str) -> dict:
+    """Check remote URL headers to detect if data has changed."""
+    if not url:
+        return {}
+    try:
+        req = urllib.request.Request(url, method='HEAD', headers={'User-Agent': 'every-eval-ever adapter runner'})
+        with urllib.request.urlopen(req, timeout=10) as response:
+            return {
+                "url_etag": response.headers.get('ETag'),
+                "url_last_modified": response.headers.get('Last-Modified'),
+                "url_content_length": response.headers.get('Content-Length')
+            }
+    except Exception as e:
+        print(f"Warning: Failed to check HEAD for {url}: {e}")
+        return {}
+
+def is_stale(adapter: str, stats: dict, current_headers: dict) -> tuple[bool, str]:
+    adapter_stat = stats.get(adapter, {})
+    last_success = adapter_stat.get("last_success_ts", 0)
+    days_since_success = (time.time() - last_success) / 86400
+    
+    if adapter_stat.get("last_failed", False):
+        return True, "last run failed"
+        
+    if current_headers:
+        etag = current_headers.get("url_etag")
+        last_modified = current_headers.get("url_last_modified")
+        content_length = current_headers.get("url_content_length")
+        
+        stored_etag = adapter_stat.get("url_etag")
+        stored_lm = adapter_stat.get("url_last_modified")
+        stored_cl = adapter_stat.get("url_content_length")
+        
+        if etag and stored_etag and etag != stored_etag:
+            return True, "ETag changed"
+        if last_modified and stored_lm and last_modified != stored_lm:
+            return True, "Last-Modified changed"
+        if content_length and stored_cl and content_length != stored_cl:
+            return True, "Content-Length changed"
+            
+        if (etag and not stored_etag) or (last_modified and not stored_lm) or (content_length and not stored_cl):
+            return True, "new header available"
+            
+    if days_since_success >= 7:
+        return True, "fallback 7 days"
+        
+    return False, "not stale"
+
+def get_input_requirement(adapter_path: Path):
+    """Read explicit adapter configuration from config.json."""
+    config_path = adapter_path.parent / "config.json"
+    if config_path.exists():
+        try:
+            with open(config_path, "r", encoding="utf-8") as f:
+                config = json.load(f)
+            return (
+                config.get("requires_json", False),
+                config.get("requires_csv", False),
+                config.get("url"),
+                config.get("arg_name")
+            )
+        except Exception as e:
+            print(f"Warning: Failed to parse {config_path}: {e}")
+            
+    return False, False, None, None
+
+def main():
+    parser = argparse.ArgumentParser(description="Run all Every Eval Ever adapters robustly.")
+    parser.add_argument("--dry-run", action="store_true", help="Do not upload to Hugging Face")
+    args = parser.parse_args()
+
+    # Create data dir
+    DATA_DIR.mkdir(exist_ok=True)
+    
+    # Initialize API and check for existing PR
+    api = HfApi()
+    print("Checking for existing PRs...")
+    try:
+        current_user = api.whoami().get("name")
+    except Exception as e:
+        print(f"Failed to get current user: {e}")
+        current_user = None
+
+    try:
+        prs = api.get_repo_discussions(repo_id=REPO_ID, repo_type=REPO_TYPE)
+        open_prs = [
+            pr for pr in prs 
+            if getattr(pr, "is_pull_request", False) 
+            and pr.status == "open"
+            and (pr.author == current_user if current_user else True)
+        ]
+        existing_pr = max(open_prs, key=lambda x: x.num) if open_prs else None
+    except Exception as e:
+        print(f"Error fetching PRs from Hugging Face: {e}")
+        traceback.print_exc()
+        existing_pr = None
+    
+    revision = f"refs/pr/{existing_pr.num}" if existing_pr else "main"
+    if existing_pr:
+        print(f"Found existing PR #{existing_pr.num} ({existing_pr.url}). Using revision {revision} for state.")
+    else:
+        print("No open PR found. Will run against main and create a new PR later if needed.")
+        
+    any_failures = False
+
+    # Download existing state
+    # Try data/ prefix first, fallback to root
+    stats = download_hf_json("data/adapter_stats.json", {}, revision=revision)
+    if not stats:
+        stats = download_hf_json("adapter_stats.json", {}, revision=revision)
+        
+    last_report = download_hf_json("data/run_report.json", {}, revision=revision)
+    if not last_report:
+        last_report = download_hf_json("run_report.json", {}, revision=revision)
+
+    today = datetime.datetime.now()
+    is_sunday = today.weekday() == 6
+    is_monthly_run = today.day <= 7
+    
+    # We will build a new report for today
+    today_str = today.strftime("%Y-%m-%d")
+    current_report = {
+        "date": today_str,
+        "adapters": {}
+    }
+
+    adapters = [d.name for d in UTILS_DIR.iterdir() if d.is_dir() and (d / "adapter.py").exists()]
+    
+    # Gather adapter requirements and check staleness
+    adapter_info = []
+    print("Analyzing adapters...")
+    for adapter in adapters:
+        adapter_path = UTILS_DIR / adapter / "adapter.py"
+        try:
+            requires_json, requires_csv, url, arg_name = get_input_requirement(adapter_path)
+        except Exception as e:
+            print(f"Warning: Could not parse adapter {adapter} requirements: {e}")
+            requires_json, requires_csv, url, arg_name = False, False, None, None
+
+        current_headers = check_headers(url)
+        stale, reason = is_stale(adapter, stats, current_headers)
+        
+        adapter_info.append({
+            "name": adapter,
+            "stale": stale,
+            "reason": reason,
+            "url": url,
+            "headers": current_headers,
+            "requires_json": requires_json,
+            "requires_csv": requires_csv,
+            "arg_name": arg_name,
+            "adapter_path": adapter_path
+        })
+
+    # Sort adapters: stale first, then alphabetically
+    adapter_info.sort(key=lambda x: (not x["stale"], x["name"]))
+
+    for info in adapter_info:
+        adapter = info["name"]
+        adapter_stat = stats.get(adapter, {})
+        time_s = adapter_stat.get("time_s", 0)
+        size_mb = adapter_stat.get("size_mb", 0)
+        
+        is_heavy = time_s > HEAVY_TIME_S or size_mb > HEAVY_SIZE_MB
+        stale = info["stale"]
+        
+        if is_heavy and not is_monthly_run and not stale:
+            print(f"Skipping heavy adapter {adapter} (runs monthly or when stale)")
+            continue
+            
+        print(f"\n--- Running adapter: {adapter} (Stale: {stale}, Reason: {info['reason']}) ---")
+        
+        adapter_path = info["adapter_path"]
+        requires_json = info["requires_json"]
+        requires_csv = info["requires_csv"]
+        url = info["url"]
+        arg_name = info["arg_name"]
+        
+        adapter_data_dir = DATA_DIR / adapter
+        # Clean previous run data if any
+        if adapter_data_dir.exists():
+            shutil.rmtree(adapter_data_dir)
+            
+        adapter_data_dir.mkdir(parents=True, exist_ok=True)
+            
+        cmd = ["uv", "run", "python", "-m", f"utils.{adapter}.adapter"]
+        
+        # Prepare environment for adapter with every_eval_ever in PYTHONPATH
+        env = os.environ.copy()
+        eee_path = str(Path("every_eval_ever").absolute())
+        if "PYTHONPATH" in env:
+            env["PYTHONPATH"] = f"{eee_path}{os.pathsep}{env['PYTHONPATH']}"
+        else:
+            env["PYTHONPATH"] = eee_path
+
+        # Only pass --output-dir if the adapter script mentions it
+        content = adapter_path.read_text(encoding="utf-8")
+        if "--output-dir" in content:
+            cmd.extend(["--output-dir", str(adapter_data_dir)])
+            
+        if "--from-hf" in content:
+            cmd.append("--from-hf")
+        
+        tmp_file = None
+        try:
+            if (requires_json or requires_csv) and not url:
+                print(f"Skipping adapter {adapter} because it requires {arg_name} but no URL was found in the script.")
+                continue
+
+            if requires_json and url:
+                tmp_file = DATA_DIR / f"{adapter}_input.json"
+                print(f"Downloading required JSON input from {url}")
+                download_file(url, tmp_file)
+                cmd.extend([arg_name, str(tmp_file)])
+            elif requires_csv and url:
+                tmp_file = DATA_DIR / f"{adapter}_input.csv"
+                print(f"Downloading required CSV input from {url}")
+                download_file(url, tmp_file)
+                cmd.extend([arg_name, str(tmp_file)])
+                
+            start_t = time.time()
+            res = subprocess.run(cmd, capture_output=True, text=True, env=env)
+            elapsed = time.time() - start_t
+            
+            if res.returncode != 0:
+                print(f"Execution FAILED for {adapter}:\n{res.stderr}")
+                stats.setdefault(adapter, {})["last_failed"] = True
+                current_report["adapters"][adapter] = {
+                    "execution_failed": True,
+                    "error": res.stderr[-500:]
+                }
+                any_failures = True
+                continue
+            
+            print(f"Execution succeeded in {elapsed:.2f}s")
+            
+            # Validation
+            print("Validating outputs...")
+            val_cmd = ["uv", "run", "python", "-m", "every_eval_ever", "validate", "--format", "json", str(adapter_data_dir)]
+            val_res = subprocess.run(val_cmd, capture_output=True, text=True, env=env)
+            
+            # The validation command outputs JSON, but may include log prefixes.
+            # Find the first '[' to parse the validation array.
+            try:
+                out_str = val_res.stdout.strip()
+                idx = out_str.find('[')
+                if idx != -1:
+                    val_data = json.loads(out_str[idx:])
+                else:
+                    val_data = []
+            except json.JSONDecodeError as e:
+                print(f"Failed to parse validation JSON for {adapter}: {e}")
+                print(f"Stdout was: {val_res.stdout}")
+                val_data = []
+            
+            valid_files = 0
+            failed_files = 0
+            errors_list = []
+            
+            for f_report in val_data:
+                if f_report.get("valid"):
+                    valid_files += 1
+                else:
+                    failed_files += 1
+                    errs = f_report.get("errors", [])
+                    errors_list.extend(errs)
+                    # Delete invalid file
+                    invalid_f = Path(f_report.get("file"))
+                    if invalid_f.exists():
+                        invalid_f.unlink()
+            
+            print(f"Validation: {valid_files} valid, {failed_files} failed")
+            
+            is_successful = valid_files > 0 and failed_files == 0
+            
+            if is_successful:
+                # Size measurement
+                dir_size_mb = get_dir_size_mb(adapter_data_dir)
+                
+                # Update stats
+                update_data = {
+                    "time_s": elapsed,
+                    "size_mb": dir_size_mb,
+                    "last_success_ts": time.time(),
+                    "last_failed": False
+                }
+                if info["headers"]:
+                    for k, v in info["headers"].items():
+                        if v:
+                            update_data[k] = v
+                stats.setdefault(adapter, {}).update(update_data)
+                
+                current_report["adapters"][adapter] = {
+                    "execution_failed": False,
+                    "valid_files": valid_files,
+                    "failed_files": failed_files,
+                    "errors": errors_list[:50]
+                }
+            else:
+                stats.setdefault(adapter, {})["last_failed"] = True
+                current_report["adapters"][adapter] = {
+                    "execution_failed": False,
+                    "valid_files": valid_files,
+                    "failed_files": failed_files,
+                    "error": f"Validation failed: {valid_files} valid, {failed_files} failed.",
+                    "errors": errors_list[:50]
+                }
+                any_failures = True
+            
+        except Exception as e:
+            print(f"Exception during {adapter} processing: {e}")
+            traceback.print_exc()
+            stats.setdefault(adapter, {})["last_failed"] = True
+            current_report["adapters"][adapter] = {
+                "execution_failed": True,
+                "error": str(e)
+            }
+            any_failures = True
+        finally:
+            if tmp_file and tmp_file.exists():
+                tmp_file.unlink()
+
+    # Save stats and report
+    with open(STATS_FILE, "w", encoding="utf-8") as f:
+        json.dump(stats, f, indent=2)
+        
+    with open(REPORT_FILE, "w", encoding="utf-8") as f:
+        json.dump(current_report, f, indent=2)
+
+    # Upload to HF
+    if not args.dry_run:
+        print("Uploading to Hugging Face...")
+        try:
+            if existing_pr:
+                print(f"Updating existing PR #{existing_pr.num}")
+                pr_num = existing_pr.num
+            else:
+                print("Creating new PR...")
+                try:
+                    new_pr = api.create_pull_request(
+                        repo_id=REPO_ID,
+                        title="Automated Adapter Data Update",
+                        description="Data update from GitHub Actions",
+                        repo_type=REPO_TYPE
+                    )
+                    pr_num = new_pr.num
+                    print(f"Successfully created new PR #{pr_num} ({new_pr.url})")
+                except Exception as pr_err:
+                    print(f"Error: Failed to create new PR. {pr_err}")
+                    traceback.print_exc()
+                    any_failures = True
+                    raise pr_err
+                
+            upload_revision = f"refs/pr/{pr_num}"
+            
+            print(f"Uploading using upload_large_folder to revision {upload_revision}...")
+            commit_info = api.upload_large_folder(
+                repo_id=REPO_ID,
+                folder_path=".",
+                repo_type=REPO_TYPE,
+                revision=upload_revision,
+                allow_patterns=["data/**"]
+            )
+            commit_url = getattr(commit_info, 'commit_url', getattr(commit_info, 'pr_url', str(commit_info)))
+            print(f"Upload complete! URL: {commit_url}")
+        except Exception as e:
+            print(f"Upload failed: {e}")
+            traceback.print_exc()
+            any_failures = True
+            
+    import sys
+    if any_failures:
+        print("One or more adapters failed, or upload failed.")
+        sys.exit(1)
+
+if __name__ == "__main__":
+    main()
\ No newline at end of file

From d49c8df24d68e216b231149d2dfa7739f6cbaa47 Mon Sep 17 00:00:00 2001
From: DeepLumiere <dudecomputerscience@gmail.com>
Date: Sat, 4 Jul 2026 20:54:27 +0530
Subject: [PATCH 28/44] feat: add configuration files and scripts for data
 processing

---
 .env.example                                  |  19 +
 .idea/.gitignore                              |  10 +
 .idea/every_eval_ever.iml                     |  17 +
 .idea/inspectionProfiles/Project_Default.xml  |  14 +
 .../inspectionProfiles/profiles_settings.xml  |   6 +
 .idea/misc.xml                                |   7 +
 .idea/modules.xml                             |   8 +
 .idea/vcs.xml                                 |   6 +
 aggregate.jsonl                               | 139 +++++
 every_eval_ever-main.zip                      | Bin 0 -> 2863631 bytes
 every_eval_ever/helpers/schema.py             |   2 +-
 instance_level.jsonl                          |   0
 pr_corrector.py                               | 500 ++++++++++++++++++
 start_dev.ps1                                 |   6 +
 test_eval.json                                |   1 +
 utils/__init__.py                             |   0
 utils/arc_agi/adapter_flat.py                 | 386 ++++++++++++++
 utils/arc_agi/config.json                     |   6 +
 utils/artificial_analysis/config.json         |   6 +
 utils/bfcl/config.json                        |   6 +
 utils/hfopenllm_v2/config.json                |   6 +
 utils/mmlu_pro/config.json                    |   6 +
 utils/sciarena/config.json                    |   6 +
 23 files changed, 1156 insertions(+), 1 deletion(-)
 create mode 100644 .env.example
 create mode 100644 .idea/.gitignore
 create mode 100644 .idea/every_eval_ever.iml
 create mode 100644 .idea/inspectionProfiles/Project_Default.xml
 create mode 100644 .idea/inspectionProfiles/profiles_settings.xml
 create mode 100644 .idea/misc.xml
 create mode 100644 .idea/modules.xml
 create mode 100644 .idea/vcs.xml
 create mode 100644 aggregate.jsonl
 create mode 100644 every_eval_ever-main.zip
 create mode 100644 instance_level.jsonl
 create mode 100644 pr_corrector.py
 create mode 100644 start_dev.ps1
 create mode 100644 test_eval.json
 create mode 100644 utils/__init__.py
 create mode 100644 utils/arc_agi/adapter_flat.py
 create mode 100644 utils/arc_agi/config.json
 create mode 100644 utils/artificial_analysis/config.json
 create mode 100644 utils/bfcl/config.json
 create mode 100644 utils/hfopenllm_v2/config.json
 create mode 100644 utils/mmlu_pro/config.json
 create mode 100644 utils/sciarena/config.json

diff --git a/.env.example b/.env.example
new file mode 100644
index 000000000..8e72e11ce
--- /dev/null
+++ b/.env.example
@@ -0,0 +1,19 @@
+# EEE Platform environment variables
+# Copy this to .env and fill in your values
+
+# --- Database ---
+DATABASE_URL=postgresql+asyncpg://eee:eee_password@localhost:5432/eee_platform
+DB_ECHO=false
+
+# --- Google OAuth ---
+# Get these from https://console.cloud.google.com/apis/credentials
+GOOGLE_CLIENT_ID=your-google-client-id
+GOOGLE_CLIENT_SECRET=your-google-client-secret
+GOOGLE_REDIRECT_URI=http://localhost:8000/api/v1/auth/google/callback
+
+# --- JWT ---
+SECRET_KEY=change-this-to-a-random-string-in-production
+
+# --- General ---
+DEBUG=true
+ALLOWED_ORIGINS=["http://localhost:3000","http://localhost:5173","http://localhost:8000"]
diff --git a/.idea/.gitignore b/.idea/.gitignore
new file mode 100644
index 000000000..30cf57ed7
--- /dev/null
+++ b/.idea/.gitignore
@@ -0,0 +1,10 @@
+# Default ignored files
+/shelf/
+/workspace.xml
+# Editor-based HTTP Client requests
+/httpRequests/
+# Ignored default folder with query files
+/queries/
+# Datasource local storage ignored files
+/dataSources/
+/dataSources.local.xml
diff --git a/.idea/every_eval_ever.iml b/.idea/every_eval_ever.iml
new file mode 100644
index 000000000..37a8d5f71
--- /dev/null
+++ b/.idea/every_eval_ever.iml
@@ -0,0 +1,17 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<module type="PYTHON_MODULE" version="4">
+  <component name="NewModuleRootManager">
+    <content url="file://$MODULE_DIR$">
+      <excludeFolder url="file://$MODULE_DIR$/.venv" />
+    </content>
+    <orderEntry type="jdk" jdkName="uv (every_eval_ever)" jdkType="Python SDK" />
+    <orderEntry type="sourceFolder" forTests="false" />
+  </component>
+  <component name="PyDocumentationSettings">
+    <option name="format" value="PLAIN" />
+    <option name="myDocStringFormat" value="Plain" />
+  </component>
+  <component name="TestRunnerService">
+    <option name="PROJECT_TEST_RUNNER" value="py.test" />
+  </component>
+</module>
\ No newline at end of file
diff --git a/.idea/inspectionProfiles/Project_Default.xml b/.idea/inspectionProfiles/Project_Default.xml
new file mode 100644
index 000000000..84f7d9554
--- /dev/null
+++ b/.idea/inspectionProfiles/Project_Default.xml
@@ -0,0 +1,14 @@
+<component name="InspectionProjectProfileManager">
+  <profile version="1.0">
+    <option name="myName" value="Project Default" />
+    <inspection_tool class="PyPackageRequirementsInspection" enabled="true" level="WARNING" enabled_by_default="true">
+      <option name="ignoredPackages">
+        <list>
+          <option value="fastapi" />
+          <option value="uvicorn" />
+          <option value="vllm" />
+        </list>
+      </option>
+    </inspection_tool>
+  </profile>
+</component>
\ No newline at end of file
diff --git a/.idea/inspectionProfiles/profiles_settings.xml b/.idea/inspectionProfiles/profiles_settings.xml
new file mode 100644
index 000000000..105ce2da2
--- /dev/null
+++ b/.idea/inspectionProfiles/profiles_settings.xml
@@ -0,0 +1,6 @@
+<component name="InspectionProjectProfileManager">
+  <settings>
+    <option name="USE_PROJECT_PROFILE" value="false" />
+    <version value="1.0" />
+  </settings>
+</component>
\ No newline at end of file
diff --git a/.idea/misc.xml b/.idea/misc.xml
new file mode 100644
index 000000000..596eb5ed7
--- /dev/null
+++ b/.idea/misc.xml
@@ -0,0 +1,7 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="Black">
+    <option name="sdkName" value="uv (every_eval_ever)" />
+  </component>
+  <component name="ProjectRootManager" version="2" project-jdk-name="uv (every_eval_ever)" project-jdk-type="Python SDK" />
+</project>
\ No newline at end of file
diff --git a/.idea/modules.xml b/.idea/modules.xml
new file mode 100644
index 000000000..109a5062f
--- /dev/null
+++ b/.idea/modules.xml
@@ -0,0 +1,8 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ProjectModuleManager">
+    <modules>
+      <module fileurl="file://$PROJECT_DIR$/.idea/every_eval_ever.iml" filepath="$PROJECT_DIR$/.idea/every_eval_ever.iml" />
+    </modules>
+  </component>
+</project>
\ No newline at end of file
diff --git a/.idea/vcs.xml b/.idea/vcs.xml
new file mode 100644
index 000000000..35eb1ddfb
--- /dev/null
+++ b/.idea/vcs.xml
@@ -0,0 +1,6 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="VcsDirectoryMappings">
+    <mapping directory="" vcs="Git" />
+  </component>
+</project>
\ No newline at end of file
diff --git a/aggregate.jsonl b/aggregate.jsonl
new file mode 100644
index 000000000..fb773cfe5
--- /dev/null
+++ b/aggregate.jsonl
@@ -0,0 +1,139 @@
+{"benchmark": "arc-agi", "eval_schema_version": "0.2.2", "legacy_path": "data/arc-agi/anthropic/claude-3.7-thinking-16k/9b320166-f93a-4db6-9a6a-1e683d485bcc.json", "object_path": "flat/objects/9b/32/9b320166-f93a-4db6-9a6a-1e683d485bcc.json", "object_uuid": "9b320166-f93a-4db6-9a6a-1e683d485bcc", "record_type": "aggregate", "sha256": "00335595ac04b177ef6be164a213dbfe87e2f4aee73ded8a20f4ba0f6a73ad43", "size_bytes": 7804}
+{"benchmark": "arc-agi", "eval_schema_version": "0.2.2", "legacy_path": "data/arc-agi/anthropic/claude-3.7-thinking-1k/b5f0e2bc-ea2b-4d19-9ed6-ac62049a72a4.json", "object_path": "flat/objects/b5/f0/b5f0e2bc-ea2b-4d19-9ed6-ac62049a72a4.json", "object_uuid": "b5f0e2bc-ea2b-4d19-9ed6-ac62049a72a4", "record_type": "aggregate", "sha256": "9b700290c68058f398b54910264aa0cfb7b09c0ca337126ee2252661fc9f8c08", "size_bytes": 7711}
+{"benchmark": "arc-agi", "eval_schema_version": "0.2.2", "legacy_path": "data/arc-agi/anthropic/claude-3.7-thinking-8k/7dabfe8c-45c6-4b49-adca-48f4a7e0a8e1.json", "object_path": "flat/objects/7d/ab/7dabfe8c-45c6-4b49-adca-48f4a7e0a8e1.json", "object_uuid": "7dabfe8c-45c6-4b49-adca-48f4a7e0a8e1", "record_type": "aggregate", "sha256": "24c58aeefaa913e8dd1cd6919d615cc4226e94391a4b2e58d3c6fed3efe252a0", "size_bytes": 7697}
+{"benchmark": "arc-agi", "eval_schema_version": "0.2.2", "legacy_path": "data/arc-agi/anthropic/claude-3.7/b64e3f36-6810-4a96-86c7-6afab7cdf83f.json", "object_path": "flat/objects/b6/4e/b64e3f36-6810-4a96-86c7-6afab7cdf83f.json", "object_uuid": "b64e3f36-6810-4a96-86c7-6afab7cdf83f", "record_type": "aggregate", "sha256": "c12ff1649dbc2c87f155c742d3069b034c1c812c982cbbbdb608755d31adc1a6", "size_bytes": 7487}
+{"benchmark": "arc-agi", "eval_schema_version": "0.2.2", "legacy_path": "data/arc-agi/anthropic/claude-haiku-4-5-20251001-thinking-16k/4d0a1984-4bad-418e-8a71-1776311bf490.json", "object_path": "flat/objects/4d/0a/4d0a1984-4bad-418e-8a71-1776311bf490.json", "object_uuid": "4d0a1984-4bad-418e-8a71-1776311bf490", "record_type": "aggregate", "sha256": "9ea83ba109b1a39d78874691aa61f6d9c1a47bf2899eb9e4d47efe62cc8e0c2c", "size_bytes": 10495}
+{"benchmark": "arc-agi", "eval_schema_version": "0.2.2", "legacy_path": "data/arc-agi/anthropic/claude-haiku-4-5-20251001-thinking-1k/c0764c65-0b35-4234-8d0a-eaff8fc32981.json", "object_path": "flat/objects/c0/76/c0764c65-0b35-4234-8d0a-eaff8fc32981.json", "object_uuid": "c0764c65-0b35-4234-8d0a-eaff8fc32981", "record_type": "aggregate", "sha256": "a5635af88333385db44d0dccea600e348e9809340d0586bf8befd1d2df65d961", "size_bytes": 10388}
+{"benchmark": "arc-agi", "eval_schema_version": "0.2.2", "legacy_path": "data/arc-agi/anthropic/claude-haiku-4-5-20251001-thinking-32k/26616376-2ee6-48dc-ae36-0e4bea532598.json", "object_path": "flat/objects/26/61/26616376-2ee6-48dc-ae36-0e4bea532598.json", "object_uuid": "26616376-2ee6-48dc-ae36-0e4bea532598", "record_type": "aggregate", "sha256": "a9fa33ef635dc999e244918cea5d94adbb304322794d25db3f782b1b349f44bc", "size_bytes": 10705}
+{"benchmark": "arc-agi", "eval_schema_version": "0.2.2", "legacy_path": "data/arc-agi/anthropic/claude-haiku-4-5-20251001-thinking-8k/a3c7a6cb-f059-43ed-8e36-5c149c68ef14.json", "object_path": "flat/objects/a3/c7/a3c7a6cb-f059-43ed-8e36-5c149c68ef14.json", "object_uuid": "a3c7a6cb-f059-43ed-8e36-5c149c68ef14", "record_type": "aggregate", "sha256": "33f7e523cc81212197e06f26311388d2e04b4c467186803e7ba01c3a03ece492", "size_bytes": 10390}
+{"benchmark": "arc-agi", "eval_schema_version": "0.2.2", "legacy_path": "data/arc-agi/anthropic/claude-haiku-4-5-20251001/8c972c09-f84a-47e3-adc8-6236391537c5.json", "object_path": "flat/objects/8c/97/8c972c09-f84a-47e3-adc8-6236391537c5.json", "object_uuid": "8c972c09-f84a-47e3-adc8-6236391537c5", "record_type": "aggregate", "sha256": "59b7af86e3b8f2511522002fa25b4399b63de95a9330462986ff08831ed0b00c", "size_bytes": 10040}
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HcmV?d00001

diff --git a/every_eval_ever/helpers/schema.py b/every_eval_ever/helpers/schema.py
index 12b7eb190..8c8704542 100644
--- a/every_eval_ever/helpers/schema.py
+++ b/every_eval_ever/helpers/schema.py
@@ -7,7 +7,7 @@
 
 
 def _load_schema_version() -> str:
-    schema_path = Path(__file__).parent.parent.parent / 'eval.schema.json'
+    schema_path = Path(__file__).parent.parent / 'schemas' / 'eval.schema.json'
     with schema_path.open() as f:
         return json.load(f)['version']
 
diff --git a/instance_level.jsonl b/instance_level.jsonl
new file mode 100644
index 000000000..e69de29bb
diff --git a/pr_corrector.py b/pr_corrector.py
new file mode 100644
index 000000000..fdc3a0eac
--- /dev/null
+++ b/pr_corrector.py
@@ -0,0 +1,500 @@
+import os
+import re
+import json
+import shutil
+import stat
+import urllib.request
+from pathlib import Path
+from huggingface_hub import HfApi, CommitOperationAdd, hf_hub_download
+
+from every_eval_ever.validate import validate_file
+
+# --- CONFIGURATION ---
+REPO_ID = "evaleval/EEE_datastore"
+REPO_TYPE = "dataset"
+WORKSPACE = "EEE_Targeted_Workspace"
+SCHEMA_PATH = "eval.schema.json"
+
+
+def remove_readonly(func, path, excinfo):
+    """Clear the read-only bit on Windows so shutil can delete files."""
+    os.chmod(path, stat.S_IWRITE)
+    func(path)
+
+
+def load_schema():
+    with open(SCHEMA_PATH, "r", encoding="utf-8") as f:
+        return json.load(f)
+
+
+def resolve_ref(schema, ref):
+    parts = ref.replace("#/", "").split("/")
+    current = schema
+    for part in parts:
+        current = current.get(part, {})
+    return current
+
+
+def get_schema_info(loc_string, root_schema):
+    """Parses loc string like 'evaluation_results -> [0] -> metric_config' and returns its schema."""
+    parts = loc_string.split(" -> ")
+    current = root_schema
+    
+    for part in parts:
+        if "$ref" in current:
+            current = resolve_ref(root_schema, current["$ref"])
+            
+        if part.startswith("[") and part.endswith("]"):
+            current = current.get("items", {})
+        else:
+            if "properties" in current and part in current["properties"]:
+                current = current["properties"][part]
+            elif "oneOf" in current:
+                found = False
+                for option in current["oneOf"]:
+                    opt = option
+                    if "$ref" in opt:
+                        opt = resolve_ref(root_schema, opt["$ref"])
+                    if "properties" in opt and part in opt["properties"]:
+                        current = opt["properties"][part]
+                        found = True
+                        break
+                if not found:
+                    current = {}
+            else:
+                current = {}
+                
+    if "$ref" in current:
+        current = resolve_ref(root_schema, current["$ref"])
+        
+    return current
+
+
+def convert_value(user_input, schema_info):
+    if not schema_info:
+        return user_input
+        
+    expected_type = schema_info.get("type")
+    
+    if expected_type == "boolean":
+        return user_input.lower() in ["true", "1", "yes", "y", "t"]
+    elif expected_type == "integer":
+        try:
+            return int(user_input)
+        except ValueError:
+            return user_input
+    elif expected_type == "number":
+        try:
+            return float(user_input)
+        except ValueError:
+            return user_input
+    elif expected_type == "array":
+        try:
+            parsed = json.loads(user_input)
+            if isinstance(parsed, list):
+                return parsed
+        except json.JSONDecodeError:
+            pass
+        # Simple fallback for arrays
+        return [s.strip() for s in user_input.split(",") if s.strip()]
+    
+    # If type is an array of options e.g., ["null", "number"]
+    if isinstance(expected_type, list):
+        if "number" in expected_type:
+            try:
+                return float(user_input)
+            except ValueError:
+                pass
+        if "integer" in expected_type:
+            try:
+                return int(user_input)
+            except ValueError:
+                pass
+                
+    return user_input
+
+
+def apply_fix_exact(data, loc_string, value):
+    """Dynamically traverses a JSON object and injects the value at the exact location."""
+    parts = loc_string.split(" -> ")
+    if not parts:
+        return
+
+    current = data
+    for i in range(len(parts) - 1):
+        part = parts[i]
+        if part.startswith("[") and part.endswith("]"):
+            index = int(part[1:-1])
+            current = current[index]
+        else:
+            if part not in current:
+                current[part] = {}
+            current = current[part]
+
+    last_part = parts[-1]
+    if last_part.startswith("[") and last_part.endswith("]"):
+        index = int(last_part[1:-1])
+        current[index] = value
+    else:
+        current[last_part] = value
+
+
+def apply_fix_fuzzy(data, path_str, key, value):
+    """Dynamically traverses a JSON object using dot notation and injects the key/value pair."""
+    parts = path_str.split('.') if path_str else []
+
+    def traverse(current_obj, path_parts):
+        if not path_parts:
+            if isinstance(current_obj, dict):
+                current_obj[key] = value
+            return
+
+        part = path_parts[0]
+        if isinstance(current_obj, dict):
+            if part not in current_obj:
+                current_obj[part] = {}
+            if len(path_parts) == 1:
+                if isinstance(current_obj[part], list):
+                    for item in current_obj[part]:
+                        if isinstance(item, dict):
+                            item[key] = value
+                else:
+                    current_obj[part][key] = value
+            else:
+                traverse(current_obj[part], path_parts[1:])
+        elif isinstance(current_obj, list):
+            for item in current_obj:
+                traverse(item, path_parts)
+
+    traverse(data, parts)
+
+
+def get_pr_files(repo_id, pr_num, token):
+    """Fetches the list of modified .json files in the PR using diffUrl or HTML scraping as a fallback."""
+    url = f"https://huggingface.co/api/datasets/{repo_id}/discussions/{pr_num}"
+    req = urllib.request.Request(url)
+    if token:
+        req.add_header("Authorization", f"Bearer {token}")
+        
+    try:
+        with urllib.request.urlopen(req) as res:
+            data = json.loads(res.read().decode('utf-8'))
+            
+        diff_url = data.get('diffUrl')
+        if diff_url:
+            if diff_url.startswith('/'):
+                diff_url = "https://huggingface.co" + diff_url
+            diff_req = urllib.request.Request(diff_url)
+            if token:
+                diff_req.add_header("Authorization", f"Bearer {token}")
+            with urllib.request.urlopen(diff_req) as diff_res:
+                diff_text = diff_res.read().decode('utf-8')
+                files = re.findall(r'^\+\+\+ b/(data/.*\.json)$', diff_text, flags=re.MULTILINE)
+                if files:
+                    return list(set(files))
+    except Exception as e:
+        pass
+        
+    # Fallback to HTML scraping
+    html_url = f"https://huggingface.co/datasets/{repo_id}/discussions/{pr_num}/files"
+    html_req = urllib.request.Request(html_url)
+    if token:
+        html_req.add_header("Authorization", f"Bearer {token}")
+    try:
+        with urllib.request.urlopen(html_req) as res:
+            html = res.read().decode('utf-8')
+            files = re.findall(r'(data/[\w\-\./]+\.json)', html)
+            return list(set(files))
+    except Exception as e:
+        print(f"❌ Failed to parse files from PR: {e}")
+        
+    return []
+
+
+def custom_validate(data):
+    """Custom heuristic validator for warnings not strictly in the schema."""
+    bot_warnings = []
+    
+    # 1. Check for deployment_type and dependent fields
+    model_info = data.get('model_info', {})
+    additional = model_info.get('additional_details', {})
+    
+    deployment_type = additional.get('deployment_type')
+    if not deployment_type:
+        bot_warnings.append(('model_info.additional_details', 'deployment_type', 'Expected one of: api, local, unknown'))
+    else:
+        if deployment_type == 'api' and 'model_availability' not in additional:
+            bot_warnings.append(('model_info.additional_details', 'model_availability', "Expected one of: closed_source, open_weights_deployment, other"))
+        
+    return bot_warnings
+
+
+def get_all_json_paths(data, parent_path=""):
+    paths = []
+    if isinstance(data, dict):
+        for k, v in data.items():
+            current_path = f"{parent_path} -> {k}" if parent_path else k
+            if isinstance(v, (dict, list)) and v:
+                paths.extend(get_all_json_paths(v, current_path))
+            else:
+                paths.append((current_path, v))
+    elif isinstance(data, list):
+        for i, item in enumerate(data):
+            current_path = f"{parent_path} -> [{i}]"
+            if isinstance(item, (dict, list)) and item:
+                paths.extend(get_all_json_paths(item, current_path))
+            else:
+                paths.append((current_path, item))
+    else:
+        paths.append((parent_path, data))
+    return paths
+
+
+def print_json_summary(data):
+    print("\n--- Current JSON Fields & Values ---")
+    paths = get_all_json_paths(data)
+    for path, val in paths:
+        val_str = str(val)
+        if len(val_str) > 80:
+            val_str = val_str[:77] + "..."
+        print(f"  {path} : {val_str}")
+    print("------------------------------------\n")
+
+
+def main():
+    print("🤖 EEE Datastore Targeted PR Fixer 🤖\n")
+
+    hf_token = input("Enter your Hugging Face Access Token: ").strip()
+    pr_input = input("Enter the PR number or URL (e.g., 136 or https://.../136): ").strip()
+
+    pr_num = re.search(r'(\d+)$', pr_input).group(1)
+    revision = f"refs/pr/{pr_num}"
+    api = HfApi(token=hf_token)
+
+    try:
+        schema = load_schema()
+    except Exception as e:
+        print(f"❌ Failed to load {SCHEMA_PATH}: {e}")
+        return
+
+    print("\n📂 Fetching file list for the PR...")
+    json_files = get_pr_files(REPO_ID, pr_num, hf_token)
+
+    if not json_files:
+        print("❌ No aggregate JSON files found in this PR to fix. Is the PR number correct?")
+        return
+        
+    print(f"Found {len(json_files)} file(s) in PR #{pr_num}.")
+
+    if os.path.exists(WORKSPACE):
+        shutil.rmtree(WORKSPACE, onexc=remove_readonly)
+    os.makedirs(WORKSPACE)
+
+    operations = []
+    apply_to_all_answers = {}
+    print(f"Downloading {len(json_files)} JSON file(s) locally...\n")
+
+    for file_path in json_files:
+        try:
+            local_path = hf_hub_download(
+                repo_id=REPO_ID,
+                repo_type=REPO_TYPE,
+                filename=file_path,
+                revision=revision,
+                token=hf_token,
+                local_dir=WORKSPACE,
+                local_dir_use_symlinks=False
+            )
+        except Exception as e:
+            print(f"❌ Failed to download {file_path}: {e}")
+            continue
+
+        modified = False
+
+        while True:
+            # Validate the downloaded file
+            report = validate_file(Path(local_path))
+            
+            with open(local_path, "r", encoding="utf-8") as f:
+                data = json.load(f)
+                
+            bot_warnings = custom_validate(data)
+            missing_errors = [err for err in report.errors if "missing" in err.get("type", "")]
+            
+            # 1. If there are missing fields or bot warnings, process them automatically first.
+            if missing_errors or bot_warnings:
+                print(f"\n📄 Auto-fixing {file_path.split('/')[-1]} ({len(missing_errors)} missing fields, {len(bot_warnings)} bot warnings)")
+                made_changes_this_round = False
+
+                # Process standard validation missing errors
+                for err in missing_errors:
+                    loc_str = err['loc']
+                    last_key = loc_str.split(" -> ")[-1]
+                    
+                    if last_key in apply_to_all_answers:
+                        apply_fix_exact(data, loc_str, apply_to_all_answers[last_key])
+                        made_changes_this_round = True
+                        continue
+
+                    schema_info = get_schema_info(loc_str, schema)
+                    desc = schema_info.get("description", "No description available")
+                    expected_type = schema_info.get("type", "unknown")
+                    
+                    print(f"\n   Missing: '{last_key}' at '{loc_str}'")
+                    print(f"   Type: {expected_type} | Description: {desc}")
+                    
+                    user_input = input(f"   Enter value (or 'skip', or 'all:your_value'): ").strip()
+
+                    if user_input.lower() == 'skip' or user_input == '':
+                        print("   ⏭️ Skipped.")
+                        continue
+
+                    if user_input.lower().startswith("all:"):
+                        raw_value = user_input[4:].strip()
+                        converted = convert_value(raw_value, schema_info)
+                        apply_to_all_answers[last_key] = converted
+                        apply_fix_exact(data, loc_str, converted)
+                        made_changes_this_round = True
+                        print(f"   ✅ Applied '{converted}' to this and all future occurrences of '{last_key}'.")
+                    else:
+                        converted = convert_value(user_input, schema_info)
+                        apply_fix_exact(data, loc_str, converted)
+                        made_changes_this_round = True
+                        print(f"   ✅ Applied '{converted}'.")
+
+                # Process bot warnings
+                for path_str, key, desc in bot_warnings:
+                    if key in apply_to_all_answers:
+                        apply_fix_fuzzy(data, path_str, key, apply_to_all_answers[key])
+                        made_changes_this_round = True
+                        continue
+
+                    print(f"\n   Bot Warning Missing: '{key}' inside '{path_str}'")
+                    print(f"   Description: {desc}")
+                    user_input = input(f"   Enter value (or 'skip', or 'all:your_value'): ").strip()
+
+                    if user_input.lower() == 'skip' or user_input == '':
+                        print("   ⏭️ Skipped.")
+                        continue
+
+                    if user_input.lower().startswith("all:"):
+                        raw_value = user_input[4:].strip()
+                        converted = convert_value(raw_value, {})
+                        apply_to_all_answers[key] = converted
+                        apply_fix_fuzzy(data, path_str, key, converted)
+                        made_changes_this_round = True
+                        print(f"   ✅ Applied '{converted}' to this and all future files.")
+                    else:
+                        converted = convert_value(user_input, {})
+                        apply_fix_fuzzy(data, path_str, key, converted)
+                        made_changes_this_round = True
+                        print(f"   ✅ Applied '{converted}'.")
+
+                if made_changes_this_round:
+                    modified = True
+                    with open(local_path, "w", encoding="utf-8") as f:
+                        json.dump(data, f, indent=4, ensure_ascii=False)
+                        f.write("\n")
+                
+                # Re-validate after auto-fixes
+                continue
+
+            # 2. Re-evaluate errors after processing auto-fixes (or if there weren't any)
+            if report.valid and not bot_warnings:
+                print(f"✅ {file_path.split('/')[-1]} is valid and has no bot warnings!")
+            else:
+                print(f"⚠️ {file_path.split('/')[-1]} has validation issues:")
+                for err in report.errors:
+                    print(f"   - {err['loc']}: {err['msg']}")
+
+            # 3. Prompt for manual editing
+            manual_choice = input("\nDo you want to manually edit any fields in this file? (y/n) [n]: ").strip().lower()
+            if manual_choice in ['y', 'yes']:
+                while True:
+                    # Print summary of current JSON keys and values
+                    print_json_summary(data)
+                    loc_str = input("Enter the exact path to edit (e.g., model_info -> name), or 'q' to finish: ").strip()
+                    if not loc_str or loc_str.lower() == 'q':
+                        break
+                    
+                    schema_info = get_schema_info(loc_str, schema)
+                    expected_type = schema_info.get("type", "unknown")
+                    desc = schema_info.get("description", "No description available")
+                    
+                    # Try to retrieve the current value for display
+                    current_val = "Not Set"
+                    try:
+                        parts = loc_str.split(" -> ")
+                        temp = data
+                        for part in parts:
+                            if part.startswith("[") and part.endswith("]"):
+                                temp = temp[int(part[1:-1])]
+                            else:
+                                temp = temp[part]
+                        current_val = temp
+                    except Exception:
+                        pass
+                    
+                    print(f"\nEditing: '{loc_str}'")
+                    print(f"Type: {expected_type} | Description: {desc}")
+                    print(f"Current Value: {current_val}")
+                    new_val_raw = input("Enter new value (or press Enter to cancel): ").strip()
+                    if new_val_raw == "":
+                        print("⏭️ Cancelled.")
+                        continue
+                    
+                    converted = convert_value(new_val_raw, schema_info)
+                    
+                    try:
+                        apply_fix_exact(data, loc_str, converted)
+                        with open(local_path, "w", encoding="utf-8") as f:
+                            json.dump(data, f, indent=4, ensure_ascii=False)
+                            f.write("\n")
+                        modified = True
+                        print(f"✅ Successfully updated '{loc_str}' to '{converted}'.")
+                    except Exception as e:
+                        print(f"❌ Failed to apply fix: {e}")
+                    
+                    # Re-validate within editing loop to show updated errors
+                    report = validate_file(Path(local_path))
+                    bot_warnings = custom_validate(data)
+                    if report.valid and not bot_warnings:
+                        print("✅ Validation passes successfully now!")
+                    else:
+                        print(f"⚠️ Validation issues remaining: {len(report.errors)} errors, {len(bot_warnings)} warnings")
+
+            # 4. Check if we should break or stay in the loop for the file
+            report = validate_file(Path(local_path))
+            bot_warnings = custom_validate(data)
+            if report.valid and not bot_warnings:
+                break
+            else:
+                proceed = input("\nFile still has validation issues. Proceed anyway, or continue editing/fixing? (p = proceed/skip, f = edit/fix) [p]: ").strip().lower()
+                if proceed == 'f' or proceed == 'fix' or proceed == 'edit':
+                    continue
+                else:
+                    break
+
+        if modified:
+            operations.append(CommitOperationAdd(path_in_repo=file_path, path_or_fileobj=local_path))
+
+    if operations:
+        print(f"\n📤 Committing {len(operations)} updated file(s) to PR #{pr_num}...")
+        api.create_commit(
+            repo_id=REPO_ID,
+            repo_type=REPO_TYPE,
+            revision=revision,
+            operations=operations,
+            commit_message="Fix schema warnings via interactive script"
+        )
+        print("🎉 Success! Your PR has been updated.")
+    else:
+        print("\n⚠️ No changes were made that require a commit.")
+
+    print("🧹 Cleaning up local files...")
+    shutil.rmtree(WORKSPACE, onexc=remove_readonly)
+    print("✨ Cleanup complete!")
+
+
+if __name__ == "__main__":
+    main()
\ No newline at end of file
diff --git a/start_dev.ps1 b/start_dev.ps1
new file mode 100644
index 000000000..1dc5d47e4
--- /dev/null
+++ b/start_dev.ps1
@@ -0,0 +1,6 @@
+# Start FastAPI backend in the background
+Start-Process -NoNewWindow -FilePath "python" -ArgumentList "-m", "uvicorn", "backend.api.main:app", "--reload", "--port", "8000"
+
+# Start Next.js frontend in the foreground
+cd web
+npm run dev
diff --git a/test_eval.json b/test_eval.json
new file mode 100644
index 000000000..b0a014079
--- /dev/null
+++ b/test_eval.json
@@ -0,0 +1 @@
+{"schema_version": "0.2.2", "model_info": {"name": "test"}}
diff --git a/utils/__init__.py b/utils/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/utils/arc_agi/adapter_flat.py b/utils/arc_agi/adapter_flat.py
new file mode 100644
index 000000000..62dfc6cc4
--- /dev/null
+++ b/utils/arc_agi/adapter_flat.py
@@ -0,0 +1,386 @@
+#!/usr/bin/env python3
+from __future__ import annotations
+
+import argparse
+import hashlib
+import json
+import re
+import time
+import uuid
+from collections import defaultdict
+from pathlib import Path
+
+from every_eval_ever.helpers import SCHEMA_VERSION
+
+SOURCE_URL = "https://github.com/fchollet/ARC-AGI/tree/master/data"
+
+
+def make_source_data() -> dict:
+    return {
+        "source_type": "url",
+        "dataset_name": "ARC Prize evaluations leaderboard JSON",
+        "url": [SOURCE_URL],
+    }
+
+
+def load_rows(input_json: Path) -> list[dict]:
+    return json.loads(input_json.read_text(encoding="utf-8"))
+
+
+def compute_metric_bounds(rows: list[dict]) -> dict[str, dict[str, float]]:
+    cost_per_task_values = [
+        float(row["costPerTask"])
+        for row in rows
+        if row.get("costPerTask") is not None
+    ]
+    cost_values = [
+        float(row["cost"]) for row in rows if row.get("cost") is not None
+    ]
+
+    bounds = {
+        "score": {
+            "min_score": 0.0,
+            "max_score": 1.0,
+        }
+    }
+
+    if cost_per_task_values:
+        bounds["cost_per_task"] = {
+            "min_score": 0.0,
+            "max_score": max(cost_per_task_values),
+        }
+
+    if cost_values:
+        bounds["cost"] = {
+            "min_score": 0.0,
+            "max_score": max(cost_values),
+        }
+
+    return bounds
+
+
+def infer_developer(raw_model_id: str) -> str:
+    s = raw_model_id.strip().lower().replace("_", "-")
+
+    if s.startswith(("openai-", "gpt-", "o1-", "o3-", "o4-", "codex")):
+        return "openai"
+    if s.startswith(("anthropic-", "claude")):
+        return "anthropic"
+    if s.startswith(("google-", "gemini")):
+        return "google"
+    if s.startswith(("xai-", "grok")):
+        return "xai"
+    if s.startswith(("qwen", "qwq")):
+        return "qwen"
+    if s.startswith("deepseek") or s == "r1":
+        return "deepseek"
+    if s.startswith("glm"):
+        return "zhipu"
+    if s.startswith("kimi"):
+        return "moonshotai"
+    if s.startswith(("mistral", "magistral")):
+        return "mistralai"
+    if s.startswith("llama"):
+        return "meta"
+    if s.startswith("olmo"):
+        return "allenai"
+    if s.startswith("minimax"):
+        return "minimax"
+
+    if raw_model_id in {"2025_human_panel"}:
+        return "arcprize"
+
+    return "community"
+
+
+def slugify_model_name(raw_model_id: str, developer_name: str) -> str:
+    s = raw_model_id.strip().lower()
+    s = s.replace("_", "-")
+    s = re.sub(r"\s+", "-", s)
+    s = re.sub(r"[^a-z0-9.\-]+", "-", s)
+    s = re.sub(r"-{2,}", "-", s).strip("-")
+
+    prefix = developer_name + "-"
+    if s.startswith(prefix):
+        s = s[len(prefix):]
+
+    return s
+
+
+def normalize_model(raw_model_id: str) -> tuple[str, str]:
+    developer_name = infer_developer(raw_model_id)
+    model_name = slugify_model_name(raw_model_id, developer_name)
+    return developer_name, model_name
+
+
+def stringify_details(row: dict, exclude_keys: set[str]) -> dict[str, str]:
+    details = {}
+    for k, v in row.items():
+        if k in exclude_keys:
+            continue
+        details[k] = str(v)
+    return details
+
+
+def choose_primary_raw_model_id(rows_for_canonical: list[dict], developer_name: str) -> str:
+    aliases = sorted({row["modelId"] for row in rows_for_canonical})
+    prefix = developer_name + "-"
+    aliases.sort(
+        key=lambda raw: (
+            raw.lower().replace("_", "-").startswith(prefix),
+            len(raw),
+            raw.lower(),
+        )
+    )
+    return aliases[0]
+
+
+def choose_best_row(rows: list[dict], developer_name: str) -> dict:
+    prefix = developer_name + "-"
+    return sorted(
+        rows,
+        key=lambda row: (
+            row["modelId"].lower().replace("_", "-").startswith(prefix),
+            len(row["modelId"]),
+            row["modelId"].lower(),
+        ),
+    )[0]
+
+
+def make_results(
+    rows_for_canonical: list[dict],
+    developer_name: str,
+    metric_bounds: dict[str, dict[str, float]],
+) -> list[dict]:
+    results = []
+    by_dataset = defaultdict(list)
+
+    for row in rows_for_canonical:
+        by_dataset[row["datasetId"]].append(row)
+
+    for dataset_id in sorted(by_dataset):
+        row = choose_best_row(by_dataset[dataset_id], developer_name)
+        aliases_for_dataset = sorted({r["modelId"] for r in by_dataset[dataset_id]})
+
+        results.append(
+            {
+                "evaluation_result_id": f"{dataset_id}::score",
+                "evaluation_name": dataset_id,
+                "source_data": make_source_data(),
+                "metric_config": {
+                    "metric_id": "score",
+                    "metric_name": "ARC score",
+                    "metric_kind": "accuracy",
+                    "metric_unit": "proportion",
+                    "lower_is_better": False,
+                    "score_type": "continuous",
+                    **metric_bounds["score"],
+                    "additional_details": {
+                        "raw_metric_field": "score",
+                    },
+                },
+                "score_details": {
+                    "score": float(row["score"]),
+                    "details": {
+                        **stringify_details(
+                            row,
+                            exclude_keys={"score", "modelId"},
+                        ),
+                        "raw_model_id": row["modelId"],
+                        "raw_model_aliases_json": json.dumps(aliases_for_dataset),
+                    },
+                },
+            }
+        )
+
+        if "costPerTask" in row and row["costPerTask"] is not None:
+            results.append(
+                {
+                    "evaluation_result_id": f"{dataset_id}::cost_per_task",
+                    "evaluation_name": dataset_id,
+                    "source_data": make_source_data(),
+                    "metric_config": {
+                        "metric_id": "cost_per_task",
+                        "metric_name": "Cost per task",
+                        "metric_kind": "cost",
+                        "metric_unit": "usd",
+                        "lower_is_better": True,
+                        "score_type": "continuous",
+                        **metric_bounds["cost_per_task"],
+                        "additional_details": {
+                            "raw_metric_field": "costPerTask",
+                        },
+                    },
+                    "score_details": {
+                        "score": float(row["costPerTask"]),
+                        "details": {
+                            **stringify_details(
+                                row,
+                                exclude_keys={"costPerTask", "modelId"},
+                            ),
+                            "raw_model_id": row["modelId"],
+                            "raw_model_aliases_json": json.dumps(aliases_for_dataset),
+                        },
+                    },
+                }
+            )
+        elif "cost" in row and row["cost"] is not None:
+            results.append(
+                {
+                    "evaluation_result_id": f"{dataset_id}::cost",
+                    "evaluation_name": dataset_id,
+                    "source_data": make_source_data(),
+                    "metric_config": {
+                        "metric_id": "cost",
+                        "metric_name": "Cost",
+                        "metric_kind": "cost",
+                        "metric_unit": "usd",
+                        "lower_is_better": True,
+                        "score_type": "continuous",
+                        **metric_bounds["cost"],
+                        "additional_details": {
+                            "raw_metric_field": "cost",
+                        },
+                    },
+                    "score_details": {
+                        "score": float(row["cost"]),
+                        "details": {
+                            **stringify_details(
+                                row,
+                                exclude_keys={"cost", "modelId"},
+                            ),
+                            "raw_model_id": row["modelId"],
+                            "raw_model_aliases_json": json.dumps(aliases_for_dataset),
+                        },
+                    },
+                }
+            )
+
+    return results
+
+
+def make_log(
+    rows_for_canonical: list[dict],
+    developer_name: str,
+    model_name: str,
+    metric_bounds: dict[str, dict[str, float]],
+    retrieved_timestamp: str,
+) -> tuple[dict, str, str]:
+    primary_raw_model_id = choose_primary_raw_model_id(rows_for_canonical, developer_name)
+    all_aliases = sorted({row["modelId"] for row in rows_for_canonical})
+
+    log = {
+        "schema_version": SCHEMA_VERSION,
+        "evaluation_id": (
+            f"arc-agi/{developer_name}/{model_name}/{retrieved_timestamp}"
+        ),
+        "retrieved_timestamp": retrieved_timestamp,
+        "source_metadata": {
+            "source_name": "ARC Prize leaderboard JSON",
+            "source_type": "documentation",
+            "source_organization_name": "ARC Prize",
+            "source_organization_url": "https://arcprize.org/leaderboard",
+            "evaluator_relationship": "third_party",
+            "additional_details": {
+                "api_endpoint": SOURCE_URL,
+                "filtered_to_display_true": "True",
+            },
+        },
+        "eval_library": {
+            "name": "ARC Prize leaderboard",
+            "version": "unknown",
+        },
+        "model_info": {
+            "name": primary_raw_model_id,
+            "id": f"{developer_name}/{model_name}",
+            "developer": developer_name,
+            "additional_details": {
+                "raw_model_id": primary_raw_model_id,
+                "raw_model_aliases_json": json.dumps(all_aliases),
+            },
+        },
+        "evaluation_results": make_results(
+            rows_for_canonical, developer_name, metric_bounds
+        ),
+    }
+
+    return log, developer_name, model_name
+
+
+def write_log(log: dict, out_root: Path, developer: str, model: str) -> Path:
+    object_uuid = str(uuid.uuid4())
+    d1 = object_uuid[:2]
+    d2 = object_uuid[2:4]
+    
+    out_dir = out_root / "objects" / d1 / d2
+    out_dir.mkdir(parents=True, exist_ok=True)
+    out_path = out_dir / f"{object_uuid}.json"
+    
+    content = json.dumps(log, indent=2) + "\n"
+    content_bytes = content.encode("utf-8")
+    out_path.write_bytes(content_bytes)
+    
+    sha256 = hashlib.sha256(content_bytes).hexdigest()
+    size_bytes = len(content_bytes)
+    
+    index_dir = out_root / "indexes" / "by_benchmark" / "arc-agi"
+    index_dir.mkdir(parents=True, exist_ok=True)
+    
+    instance_index_path = index_dir / "instance_level.jsonl"
+    instance_index_path.touch(exist_ok=True)
+    
+    aggregate_index_path = index_dir / "aggregate.jsonl"
+    legacy_path = f"data/arc-agi/{developer}/{model}/{object_uuid}.json"
+    object_path = f"flat/objects/{d1}/{d2}/{object_uuid}.json"
+    
+    index_entry = {
+        "benchmark": "arc-agi",
+        "eval_schema_version": SCHEMA_VERSION,
+        "legacy_path": legacy_path,
+        "object_path": object_path,
+        "object_uuid": object_uuid,
+        "record_type": "aggregate",
+        "sha256": sha256,
+        "size_bytes": size_bytes
+    }
+    
+    with open(aggregate_index_path, "a", encoding="utf-8") as f:
+        f.write(json.dumps(index_entry) + "\n")
+        
+    return out_path
+
+
+def main() -> None:
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--input-json", type=Path, required=True)
+    parser.add_argument("--output-dir", type=Path, required=True)
+    args = parser.parse_args()
+
+    rows = load_rows(args.input_json)
+    rows = [r for r in rows if r.get("display") is True]
+    metric_bounds = compute_metric_bounds(rows)
+    retrieved_timestamp = str(time.time())
+
+    by_canonical = defaultdict(list)
+    for row in rows:
+        developer_name, model_name = normalize_model(row["modelId"])
+        by_canonical[(developer_name, model_name)].append(row)
+
+    exported = 0
+    for (developer_name, model_name), rows_for_canonical in sorted(by_canonical.items()):
+        log, developer, model = make_log(
+            rows_for_canonical,
+            developer_name,
+            model_name,
+            metric_bounds,
+            retrieved_timestamp,
+        )
+        out_path = write_log(log, args.output_dir, developer, model)
+        print(out_path)
+        exported += 1
+
+    print(f"Exported {exported} model(s).")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/utils/arc_agi/config.json b/utils/arc_agi/config.json
new file mode 100644
index 000000000..38a01ff2f
--- /dev/null
+++ b/utils/arc_agi/config.json
@@ -0,0 +1,6 @@
+{
+  "requires_json": true,
+  "requires_csv": false,
+  "url": "https://arcprize.org/media/data/leaderboard/evaluations.json",
+  "arg_name": "--input-json"
+}
diff --git a/utils/artificial_analysis/config.json b/utils/artificial_analysis/config.json
new file mode 100644
index 000000000..8ee9bf2ca
--- /dev/null
+++ b/utils/artificial_analysis/config.json
@@ -0,0 +1,6 @@
+{
+  "requires_json": false,
+  "requires_csv": false,
+  "url": "https://artificialanalysis.ai/api/v2/data/llms/models",
+  "arg_name": null
+}
diff --git a/utils/bfcl/config.json b/utils/bfcl/config.json
new file mode 100644
index 000000000..29ab57420
--- /dev/null
+++ b/utils/bfcl/config.json
@@ -0,0 +1,6 @@
+{
+  "requires_json": false,
+  "requires_csv": true,
+  "url": "https://gorilla.cs.berkeley.edu/data_overall.csv",
+  "arg_name": "--input-csv"
+}
diff --git a/utils/hfopenllm_v2/config.json b/utils/hfopenllm_v2/config.json
new file mode 100644
index 000000000..538b0bd79
--- /dev/null
+++ b/utils/hfopenllm_v2/config.json
@@ -0,0 +1,6 @@
+{
+  "requires_json": false,
+  "requires_csv": false,
+  "url": "https://open-llm-leaderboard-open-llm-leaderboard.hf.space/api/leaderboard/formatted",
+  "arg_name": null
+}
diff --git a/utils/mmlu_pro/config.json b/utils/mmlu_pro/config.json
new file mode 100644
index 000000000..343d38e64
--- /dev/null
+++ b/utils/mmlu_pro/config.json
@@ -0,0 +1,6 @@
+{
+  "requires_json": false,
+  "requires_csv": false,
+  "url": "https://huggingface.co/datasets/TIGER-Lab/mmlu_pro_leaderboard_submission/resolve/main/results.csv",
+  "arg_name": null
+}
diff --git a/utils/sciarena/config.json b/utils/sciarena/config.json
new file mode 100644
index 000000000..60c0c25d8
--- /dev/null
+++ b/utils/sciarena/config.json
@@ -0,0 +1,6 @@
+{
+  "requires_json": true,
+  "requires_csv": false,
+  "url": "https://sciarena.allen.ai/api/leaderboard",
+  "arg_name": "--input-json"
+}

From a8b7ed17604df0b468ea6a90c5cc54ea7b1edb9f Mon Sep 17 00:00:00 2001
From: Deep Joshi <deepensify@gmail.com>
Date: Sat, 4 Jul 2026 21:41:38 +0530
Subject: [PATCH 29/44] Update adapter_cron.yml

---
 .github/workflows/adapter_cron.yml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/.github/workflows/adapter_cron.yml b/.github/workflows/adapter_cron.yml
index e47369d8a..9e89a5037 100644
--- a/.github/workflows/adapter_cron.yml
+++ b/.github/workflows/adapter_cron.yml
@@ -8,6 +8,8 @@ on:
 jobs:
   run-adapters:
     runs-on: ubuntu-latest
+    environment: adapter_cron
+
     steps:
       - name: Checkout repository
         uses: actions/checkout@v4

From b47f6fad94735af846d1b60f3fc2eb500a8ca903 Mon Sep 17 00:00:00 2001
From: Deep Joshi <deepensify@gmail.com>
Date: Mon, 6 Jul 2026 10:26:12 +0530
Subject: [PATCH 30/44] Delete .github/workflows/adapter_cronjob.yml

---
 .github/workflows/adapter_cronjob.yml | 39 ---------------------------
 1 file changed, 39 deletions(-)
 delete mode 100644 .github/workflows/adapter_cronjob.yml

diff --git a/.github/workflows/adapter_cronjob.yml b/.github/workflows/adapter_cronjob.yml
deleted file mode 100644
index c1419d09d..000000000
--- a/.github/workflows/adapter_cronjob.yml
+++ /dev/null
@@ -1,39 +0,0 @@
-name: Adapters Cron
-
-on:
-  schedule:
-    - cron: '0 0 * * 0'
-  workflow_dispatch:
-
-jobs:
-  run-adapters:
-    runs-on: ubuntu-latest
-    environment: adapter_cron
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@v4
-
-      - name: Install uv
-        uses: astral-sh/setup-uv@v5
-        with:
-          enable-cache: true
-          cache-dependency-glob: "uv.lock"
-
-      - name: Set up Python
-        uses: actions/setup-python@v5
-        with:
-          python-version-file: "pyproject.toml"
-
-      - name: Install dependencies
-        run: uv sync --locked --all-extras
-
-      - name: Run Adapters Orchestrator
-        env:
-          HF_TOKEN: ${{ secrets.HF_TOKEN }}
-          OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
-          ARTIFICIAL_ANALYSIS_API_KEY: ${{ secrets.ARTIFICIAL_ANALYSIS_API_KEY }}
-          KAGGLE_USERNAME: ${{ secrets.KAGGLE_USERNAME }}
-          KAGGLE_KEY: ${{ secrets.KAGGLE_KEY }}
-          LLM_STATS_API_KEY: ${{ secrets.LLM_STATS_API_KEY }}
-        # UPDATED PATH: Pointing to utils/scripts/run_adapters.py
-        run: uv run python utils/scripts/run_adapters.py

From b868b7e205a3eea74b0f5fe16b88569ca175c849 Mon Sep 17 00:00:00 2001
From: Deep Joshi <24bce152@nirmauni.ac.in>
Date: Mon, 6 Jul 2026 10:43:01 +0530
Subject: [PATCH 31/44] Refactor run_adapters.py for clarity and efficiency

Refactor run_adapters.py for improved readability and functionality. Changes include updating function signatures, enhancing error handling, and optimizing file operations.
---
 utils/scripts/run_adapters.py | 1001 +++++++++++++++++++++------------
 1 file changed, 650 insertions(+), 351 deletions(-)

diff --git a/utils/scripts/run_adapters.py b/utils/scripts/run_adapters.py
index 26e42d3fe..07ddaa6c1 100644
--- a/utils/scripts/run_adapters.py
+++ b/utils/scripts/run_adapters.py
@@ -1,20 +1,34 @@
 #!/usr/bin/env python3
+"""Orchestrator for running Every Eval Ever adapters.
+
+Handles intelligent scheduling via adapter_stats, duplicate detection using
+content-aware fingerprinting, schema validation, and upload to HuggingFace.
+Designed to run daily via GitHub Actions.
+"""
+
+from __future__ import annotations
 
 import argparse
-import ast
 import datetime
+import hashlib
 import json
 import os
-import re
 import shutil
 import subprocess
+import sys
 import time
 import traceback
 import urllib.request
 from pathlib import Path
-from huggingface_hub import HfApi, hf_hub_download
+from typing import Any
+
+from huggingface_hub import CommitOperationAdd, HfApi, hf_hub_download
 from huggingface_hub.utils import EntryNotFoundError
 
+from every_eval_ever.check_duplicate_entries import normalized_hash
+
+# ── Configuration ────────────────────────────────────────────────────────────
+
 REPO_ID = "deeplumiere/EEE_datastore"
 REPO_TYPE = "dataset"
 DATA_DIR = Path("data")
@@ -22,409 +36,694 @@
 REPORT_FILE = DATA_DIR / "run_report.json"
 UTILS_DIR = Path("utils")
 
-# Heuristics
+# Adapters exceeding these thresholds are classified as "heavy" and only run
+# during the monthly window (first 7 days) or when their source is stale.
 HEAVY_TIME_S = 60
 HEAVY_SIZE_MB = 50
 
+
+# ── File & Network Utilities ─────────────────────────────────────────────────
+
+
 def get_dir_size_mb(path: Path) -> float:
-    total = 0
+    """Calculate total size of all files in a directory, in megabytes."""
     if not path.exists():
         return 0.0
-    for f in path.rglob('*'):
-        if f.is_file():
-            total += f.stat().st_size
-    return total / (1024 * 1024)
+    return sum(
+        f.stat().st_size for f in path.rglob("*") if f.is_file()
+    ) / (1024 * 1024)
+
 
-def download_hf_json(filename: str, default: dict, revision: str = "main") -> dict:
+def download_hf_json(
+    filename: str,
+    default: dict | list,
+    revision: str = "main",
+) -> dict | list:
+    """Download and parse a JSON file from HuggingFace Hub.
+
+    Returns *default* when the file doesn't exist on the given revision.
+    """
     try:
-        path = hf_hub_download(repo_id=REPO_ID, filename=filename, repo_type=REPO_TYPE, revision=revision)
+        path = hf_hub_download(
+            repo_id=REPO_ID,
+            filename=filename,
+            repo_type=REPO_TYPE,
+            revision=revision,
+        )
         with open(path, "r", encoding="utf-8") as f:
             return json.load(f)
     except EntryNotFoundError:
         return default
     except Exception as e:
-        print(f"Warning: Could not download {filename} from HF, using default. ({e})")
+        print(f"Warning: Could not download {filename} from HF ({e})")
         return default
 
-def download_file(url: str, output: Path):
-    req = urllib.request.Request(url, headers={'User-Agent': 'every-eval-ever adapter runner'})
-    with urllib.request.urlopen(req, timeout=60) as response, open(output, 'wb') as out_file:
-        shutil.copyfileobj(response, out_file)
 
-def check_headers(url: str) -> dict:
-    """Check remote URL headers to detect if data has changed."""
+def download_file(url: str, output: Path) -> None:
+    """Download a remote file to a local path."""
+    headers = {"User-Agent": "every-eval-ever adapter runner"}
+    req = urllib.request.Request(url, headers=headers)
+    with urllib.request.urlopen(req, timeout=60) as resp:
+        with open(output, "wb") as f:
+            shutil.copyfileobj(resp, f)
+
+
+def check_url_headers(url: str | None) -> dict[str, str | None]:
+    """Fetch HTTP HEAD headers from a URL to detect source-data changes."""
     if not url:
         return {}
     try:
-        req = urllib.request.Request(url, method='HEAD', headers={'User-Agent': 'every-eval-ever adapter runner'})
-        with urllib.request.urlopen(req, timeout=10) as response:
+        headers = {"User-Agent": "every-eval-ever adapter runner"}
+        req = urllib.request.Request(url, method="HEAD", headers=headers)
+        with urllib.request.urlopen(req, timeout=10) as resp:
             return {
-                "url_etag": response.headers.get('ETag'),
-                "url_last_modified": response.headers.get('Last-Modified'),
-                "url_content_length": response.headers.get('Content-Length')
+                "url_etag": resp.headers.get("ETag"),
+                "url_last_modified": resp.headers.get("Last-Modified"),
+                "url_content_length": resp.headers.get("Content-Length"),
             }
     except Exception as e:
-        print(f"Warning: Failed to check HEAD for {url}: {e}")
+        print(f"Warning: HEAD request failed for {url}: {e}")
         return {}
 
-def is_stale(adapter: str, stats: dict, current_headers: dict) -> tuple[bool, str]:
-    adapter_stat = stats.get(adapter, {})
-    last_success = adapter_stat.get("last_success_ts", 0)
-    days_since_success = (time.time() - last_success) / 86400
-    
-    if adapter_stat.get("last_failed", False):
+
+def save_json(path: Path, data: Any) -> None:
+    """Write *data* to a JSON file with readable formatting."""
+    with open(path, "w", encoding="utf-8") as f:
+        json.dump(data, f, indent=2)
+
+
+# ── Staleness Detection ─────────────────────────────────────────────────────
+
+_HEADER_CHECKS: list[tuple[str, str]] = [
+    ("url_etag", "ETag changed"),
+    ("url_last_modified", "Last-Modified changed"),
+    ("url_content_length", "Content-Length changed"),
+]
+
+
+def is_stale(
+    adapter: str,
+    stats: dict,
+    current_headers: dict[str, str | None],
+) -> tuple[bool, str]:
+    """Decide whether an adapter's data is stale and needs re-running.
+
+    Priority order:
+    1. Previous run failed → stale (retry immediately).
+    2. Source HTTP headers changed → stale.
+    3. New headers available that weren't previously tracked → stale.
+    4. 7+ days since last *data change* → stale (fallback for sources
+       without reliable headers).
+    """
+    stat = stats.get(adapter, {})
+
+    if stat.get("last_failed"):
         return True, "last run failed"
-        
+
+    # Compare current source headers against stored values.
     if current_headers:
-        etag = current_headers.get("url_etag")
-        last_modified = current_headers.get("url_last_modified")
-        content_length = current_headers.get("url_content_length")
-        
-        stored_etag = adapter_stat.get("url_etag")
-        stored_lm = adapter_stat.get("url_last_modified")
-        stored_cl = adapter_stat.get("url_content_length")
-        
-        if etag and stored_etag and etag != stored_etag:
-            return True, "ETag changed"
-        if last_modified and stored_lm and last_modified != stored_lm:
-            return True, "Last-Modified changed"
-        if content_length and stored_cl and content_length != stored_cl:
-            return True, "Content-Length changed"
-            
-        if (etag and not stored_etag) or (last_modified and not stored_lm) or (content_length and not stored_cl):
+        has_new_header = False
+        for key, label in _HEADER_CHECKS:
+            current = current_headers.get(key)
+            stored = stat.get(key)
+            if current and stored and current != stored:
+                return True, label
+            if current and not stored:
+                has_new_header = True
+        if has_new_header:
             return True, "new header available"
-            
-    if days_since_success >= 7:
-        return True, "fallback 7 days"
-        
+
+    # Fallback: time since last data change (or last success if never tracked).
+    last_change = stat.get(
+        "last_data_change_ts", stat.get("last_success_ts", 0)
+    )
+    if (time.time() - last_change) / 86400 >= 7:
+        return True, "7-day fallback"
+
     return False, "not stale"
 
-def get_input_requirement(adapter_path: Path):
-    """Read explicit adapter configuration from config.json."""
-    config_path = adapter_path.parent / "config.json"
-    if config_path.exists():
+
+# ── Adapter Discovery ───────────────────────────────────────────────────────
+
+
+def load_adapter_config(adapter_dir: Path) -> dict:
+    """Read adapter configuration from ``config.json``."""
+    config_path = adapter_dir / "config.json"
+    if not config_path.exists():
+        return {}
+    try:
+        with open(config_path, "r", encoding="utf-8") as f:
+            return json.load(f)
+    except Exception as e:
+        print(f"Warning: Failed to parse {config_path}: {e}")
+        return {}
+
+
+def discover_adapters(stats: dict) -> list[dict]:
+    """Scan *UTILS_DIR* for adapters and gather scheduling metadata.
+
+    Returns a list of info dicts, sorted stale-first then alphabetically.
+    """
+    infos: list[dict] = []
+    for adapter_dir in UTILS_DIR.iterdir():
+        adapter_path = adapter_dir / "adapter.py"
+        if not adapter_dir.is_dir() or not adapter_path.exists():
+            continue
+
+        config = load_adapter_config(adapter_dir)
+        url = config.get("url")
+        headers = check_url_headers(url)
+        stale, reason = is_stale(adapter_dir.name, stats, headers)
+
+        infos.append({
+            "name": adapter_dir.name,
+            "adapter_path": adapter_path,
+            "stale": stale,
+            "reason": reason,
+            "url": url,
+            "headers": headers,
+            "requires_json": config.get("requires_json", False),
+            "requires_csv": config.get("requires_csv", False),
+            "arg_name": config.get("arg_name"),
+        })
+
+    infos.sort(key=lambda x: (not x["stale"], x["name"]))
+    return infos
+
+
+# ── Duplicate Detection ─────────────────────────────────────────────────────
+
+
+def compute_data_fingerprint(data_dir: Path) -> str:
+    """Compute a stable fingerprint for all JSON outputs in a directory.
+
+    Uses ``normalized_hash`` from ``check_duplicate_entries`` which strips
+    scrape-specific fields (``retrieved_timestamp``, ``evaluation_id``)
+    before hashing.  This means identical evaluation data always produces
+    the same fingerprint regardless of when it was scraped.
+
+    Returns an empty string when the directory contains no JSON files.
+    """
+    file_hashes: list[str] = []
+    for json_file in sorted(data_dir.rglob("*.json")):
         try:
-            with open(config_path, "r", encoding="utf-8") as f:
-                config = json.load(f)
-            return (
-                config.get("requires_json", False),
-                config.get("requires_csv", False),
-                config.get("url"),
-                config.get("arg_name")
-            )
-        except Exception as e:
-            print(f"Warning: Failed to parse {config_path}: {e}")
-            
-    return False, False, None, None
+            with open(json_file, "r", encoding="utf-8") as f:
+                payload = json.load(f)
+            file_hashes.append(normalized_hash(payload))
+        except (json.JSONDecodeError, OSError) as e:
+            print(f"  Warning: Could not hash {json_file.name}: {e}")
+            continue
 
-def main():
-    parser = argparse.ArgumentParser(description="Run all Every Eval Ever adapters robustly.")
-    parser.add_argument("--dry-run", action="store_true", help="Do not upload to Hugging Face")
-    args = parser.parse_args()
+    if not file_hashes:
+        return ""
+
+    combined = "\n".join(sorted(file_hashes))
+    return hashlib.sha256(combined.encode("utf-8")).hexdigest()
+
+
+# ── Adapter Execution ────────────────────────────────────────────────────────
+
+
+def build_adapter_env() -> dict[str, str]:
+    """Build the environment dict for adapter subprocesses.
+
+    Adds ``every_eval_ever`` to ``PYTHONPATH`` so adapters can import it.
+    """
+    env = os.environ.copy()
+    eee_path = str(Path("every_eval_ever").absolute())
+    if "PYTHONPATH" in env:
+        env["PYTHONPATH"] = f"{eee_path}{os.pathsep}{env['PYTHONPATH']}"
+    else:
+        env["PYTHONPATH"] = eee_path
+    return env
+
+
+def prepare_adapter_command(
+    info: dict,
+    adapter_data_dir: Path,
+) -> tuple[list[str], Path | None]:
+    """Build the CLI command for an adapter and download any required input.
+
+    Returns ``(command, tmp_input_file)``.  *tmp_input_file* is ``None``
+    when no download was needed.
+
+    Raises ``ValueError`` when the adapter requires input data but no URL
+    is configured.
+    """
+    adapter = info["name"]
+    adapter_path: Path = info["adapter_path"]
+    content = adapter_path.read_text(encoding="utf-8")
+
+    cmd = ["uv", "run", "python", "-m", f"utils.{adapter}.adapter"]
+    if "--output-dir" in content:
+        cmd.extend(["--output-dir", str(adapter_data_dir)])
+    if "--from-hf" in content:
+        cmd.append("--from-hf")
+
+    requires_json: bool = info["requires_json"]
+    requires_csv: bool = info["requires_csv"]
+    url: str | None = info["url"]
+    arg_name: str | None = info["arg_name"]
+
+    if (requires_json or requires_csv) and not url:
+        raise ValueError(
+            f"requires {'JSON' if requires_json else 'CSV'} input "
+            f"({arg_name}) but no URL configured"
+        )
+
+    tmp_file: Path | None = None
+    if requires_json and url:
+        tmp_file = DATA_DIR / f"{adapter}_input.json"
+        print(f"  Downloading JSON input from {url}")
+        download_file(url, tmp_file)
+        cmd.extend([arg_name, str(tmp_file)])
+    elif requires_csv and url:
+        tmp_file = DATA_DIR / f"{adapter}_input.csv"
+        print(f"  Downloading CSV input from {url}")
+        download_file(url, tmp_file)
+        cmd.extend([arg_name, str(tmp_file)])
+
+    return cmd, tmp_file
+
+
+def validate_adapter_outputs(
+    adapter_data_dir: Path,
+    env: dict[str, str],
+) -> tuple[int, int, list]:
+    """Run schema validation on adapter outputs, deleting invalid files.
+
+    Returns ``(valid_count, failed_count, error_list)``.
+    """
+    cmd = [
+        "uv", "run", "python", "-m", "every_eval_ever",
+        "validate", "--format", "json", str(adapter_data_dir),
+    ]
+    result = subprocess.run(cmd, capture_output=True, text=True, env=env)
 
-    # Create data dir
-    DATA_DIR.mkdir(exist_ok=True)
-    
-    # Initialize API and check for existing PR
-    api = HfApi()
-    print("Checking for existing PRs...")
+    try:
+        stdout = result.stdout.strip()
+        idx = stdout.find("[")
+        val_data = json.loads(stdout[idx:]) if idx != -1 else []
+    except json.JSONDecodeError as e:
+        print(f"  Failed to parse validation output: {e}")
+        val_data = []
+
+    valid_count = 0
+    failed_count = 0
+    errors: list = []
+
+    for report in val_data:
+        if report.get("valid"):
+            valid_count += 1
+        else:
+            failed_count += 1
+            errors.extend(report.get("errors", []))
+            invalid_path = Path(report.get("file", ""))
+            if invalid_path.exists():
+                invalid_path.unlink()
+
+    return valid_count, failed_count, errors
+
+
+# ── PR Management ────────────────────────────────────────────────────────────
+
+
+def find_existing_pr(api: HfApi) -> Any | None:
+    """Find the most recent open PR by the current user on the HF repo."""
     try:
         current_user = api.whoami().get("name")
     except Exception as e:
-        print(f"Failed to get current user: {e}")
+        print(f"Warning: Could not identify current HF user: {e}")
         current_user = None
 
     try:
-        prs = api.get_repo_discussions(repo_id=REPO_ID, repo_type=REPO_TYPE)
+        discussions = api.get_repo_discussions(
+            repo_id=REPO_ID, repo_type=REPO_TYPE
+        )
         open_prs = [
-            pr for pr in prs 
-            if getattr(pr, "is_pull_request", False) 
-            and pr.status == "open"
-            and (pr.author == current_user if current_user else True)
+            d
+            for d in discussions
+            if getattr(d, "is_pull_request", False)
+            and d.status == "open"
+            and (d.author == current_user if current_user else True)
         ]
-        existing_pr = max(open_prs, key=lambda x: x.num) if open_prs else None
+        return max(open_prs, key=lambda x: x.num) if open_prs else None
     except Exception as e:
-        print(f"Error fetching PRs from Hugging Face: {e}")
+        print(f"Warning: Could not fetch PRs: {e}")
         traceback.print_exc()
-        existing_pr = None
-    
-    revision = f"refs/pr/{existing_pr.num}" if existing_pr else "main"
-    if existing_pr:
-        print(f"Found existing PR #{existing_pr.num} ({existing_pr.url}). Using revision {revision} for state.")
-    else:
-        print("No open PR found. Will run against main and create a new PR later if needed.")
-        
-    any_failures = False
+        return None
+
+
+def load_remote_state(revision: str) -> tuple[dict, dict]:
+    """Download adapter_stats and run_report from HuggingFace.
 
-    # Download existing state
-    # Try data/ prefix first, fallback to root
+    Tries the ``data/`` prefix first, then falls back to root-level paths
+    to handle both repository layouts.
+    """
     stats = download_hf_json("data/adapter_stats.json", {}, revision=revision)
     if not stats:
         stats = download_hf_json("adapter_stats.json", {}, revision=revision)
-        
-    last_report = download_hf_json("data/run_report.json", {}, revision=revision)
-    if not last_report:
-        last_report = download_hf_json("run_report.json", {}, revision=revision)
 
-    today = datetime.datetime.now()
-    is_sunday = today.weekday() == 6
-    is_monthly_run = today.day <= 7
-    
-    # We will build a new report for today
-    today_str = today.strftime("%Y-%m-%d")
-    current_report = {
-        "date": today_str,
-        "adapters": {}
-    }
+    report = download_hf_json("data/run_report.json", {}, revision=revision)
+    if not report:
+        report = download_hf_json("run_report.json", {}, revision=revision)
 
-    adapters = [d.name for d in UTILS_DIR.iterdir() if d.is_dir() and (d / "adapter.py").exists()]
-    
-    # Gather adapter requirements and check staleness
-    adapter_info = []
-    print("Analyzing adapters...")
-    for adapter in adapters:
-        adapter_path = UTILS_DIR / adapter / "adapter.py"
-        try:
-            requires_json, requires_csv, url, arg_name = get_input_requirement(adapter_path)
-        except Exception as e:
-            print(f"Warning: Could not parse adapter {adapter} requirements: {e}")
-            requires_json, requires_csv, url, arg_name = False, False, None, None
-
-        current_headers = check_headers(url)
-        stale, reason = is_stale(adapter, stats, current_headers)
-        
-        adapter_info.append({
-            "name": adapter,
-            "stale": stale,
-            "reason": reason,
-            "url": url,
-            "headers": current_headers,
-            "requires_json": requires_json,
-            "requires_csv": requires_csv,
-            "arg_name": arg_name,
-            "adapter_path": adapter_path
-        })
+    return stats, report
 
-    # Sort adapters: stale first, then alphabetically
-    adapter_info.sort(key=lambda x: (not x["stale"], x["name"]))
 
-    for info in adapter_info:
-        adapter = info["name"]
-        adapter_stat = stats.get(adapter, {})
-        time_s = adapter_stat.get("time_s", 0)
-        size_mb = adapter_stat.get("size_mb", 0)
-        
-        is_heavy = time_s > HEAVY_TIME_S or size_mb > HEAVY_SIZE_MB
-        stale = info["stale"]
-        
-        if is_heavy and not is_monthly_run and not stale:
-            print(f"Skipping heavy adapter {adapter} (runs monthly or when stale)")
-            continue
-            
-        print(f"\n--- Running adapter: {adapter} (Stale: {stale}, Reason: {info['reason']}) ---")
-        
-        adapter_path = info["adapter_path"]
-        requires_json = info["requires_json"]
-        requires_csv = info["requires_csv"]
-        url = info["url"]
-        arg_name = info["arg_name"]
-        
-        adapter_data_dir = DATA_DIR / adapter
-        # Clean previous run data if any
-        if adapter_data_dir.exists():
-            shutil.rmtree(adapter_data_dir)
-            
-        adapter_data_dir.mkdir(parents=True, exist_ok=True)
-            
-        cmd = ["uv", "run", "python", "-m", f"utils.{adapter}.adapter"]
-        
-        # Prepare environment for adapter with every_eval_ever in PYTHONPATH
-        env = os.environ.copy()
-        eee_path = str(Path("every_eval_ever").absolute())
-        if "PYTHONPATH" in env:
-            env["PYTHONPATH"] = f"{eee_path}{os.pathsep}{env['PYTHONPATH']}"
+def create_new_pr(api: HfApi) -> int:
+    """Create a new PR on the HF dataset repo and return its number."""
+    pr = api.create_pull_request(
+        repo_id=REPO_ID,
+        title="Automated Adapter Data Update",
+        description="Data update from GitHub Actions",
+        repo_type=REPO_TYPE,
+    )
+    print(f"  Created new PR #{pr.num} ({pr.url})")
+    return pr.num
+
+
+# ── Upload ───────────────────────────────────────────────────────────────────
+
+
+def collect_data_files() -> list[CommitOperationAdd]:
+    """Collect all files under ``data/`` as commit operations for upload."""
+    operations: list[CommitOperationAdd] = []
+    if not DATA_DIR.exists():
+        return operations
+
+    for file_path in sorted(DATA_DIR.rglob("*")):
+        if file_path.is_file():
+            operations.append(
+                CommitOperationAdd(
+                    path_in_repo=file_path.as_posix(),
+                    path_or_fileobj=str(file_path),
+                )
+            )
+    return operations
+
+
+def upload_to_hf(
+    api: HfApi,
+    existing_pr: Any | None,
+    operations: list[CommitOperationAdd],
+) -> bool:
+    """Upload files to HuggingFace via a PR.
+
+    Reuses an existing open PR when available, otherwise creates a new one.
+    Returns ``True`` on success.
+    """
+    if not os.environ.get("HF_TOKEN"):
+        print("ERROR: HF_TOKEN not set, skipping upload.")
+        return False
+
+    try:
+        if existing_pr:
+            pr_num = existing_pr.num
+            print(f"  Uploading to existing PR #{pr_num}")
         else:
-            env["PYTHONPATH"] = eee_path
-
-        # Only pass --output-dir if the adapter script mentions it
-        content = adapter_path.read_text(encoding="utf-8")
-        if "--output-dir" in content:
-            cmd.extend(["--output-dir", str(adapter_data_dir)])
-            
-        if "--from-hf" in content:
-            cmd.append("--from-hf")
-        
-        tmp_file = None
-        try:
-            if (requires_json or requires_csv) and not url:
-                print(f"Skipping adapter {adapter} because it requires {arg_name} but no URL was found in the script.")
-                continue
-
-            if requires_json and url:
-                tmp_file = DATA_DIR / f"{adapter}_input.json"
-                print(f"Downloading required JSON input from {url}")
-                download_file(url, tmp_file)
-                cmd.extend([arg_name, str(tmp_file)])
-            elif requires_csv and url:
-                tmp_file = DATA_DIR / f"{adapter}_input.csv"
-                print(f"Downloading required CSV input from {url}")
-                download_file(url, tmp_file)
-                cmd.extend([arg_name, str(tmp_file)])
-                
-            start_t = time.time()
-            res = subprocess.run(cmd, capture_output=True, text=True, env=env)
-            elapsed = time.time() - start_t
-            
-            if res.returncode != 0:
-                print(f"Execution FAILED for {adapter}:\n{res.stderr}")
-                stats.setdefault(adapter, {})["last_failed"] = True
-                current_report["adapters"][adapter] = {
+            pr_num = create_new_pr(api)
+
+        revision = f"refs/pr/{pr_num}"
+        today = datetime.datetime.now().strftime("%Y-%m-%d")
+        api.create_commit(
+            repo_id=REPO_ID,
+            repo_type=REPO_TYPE,
+            revision=revision,
+            operations=operations,
+            commit_message=f"Automated data update ({today})",
+        )
+        print(f"  Upload complete to PR #{pr_num}")
+        return True
+    except Exception as e:
+        print(f"  Upload failed: {e}")
+        traceback.print_exc()
+        return False
+
+
+# ── Single-Adapter Processing ────────────────────────────────────────────────
+
+
+def process_adapter(
+    info: dict,
+    stats: dict,
+    today: datetime.datetime,
+    env: dict[str, str],
+) -> dict:
+    """Run a single adapter through the full pipeline.
+
+    Steps: schedule check → execute → validate → fingerprint → update stats.
+
+    Returns a result dict with keys: ``status``, ``report_entry``, ``failed``.
+    """
+    adapter = info["name"]
+    stat = stats.get(adapter, {})
+    is_heavy = (
+        stat.get("time_s", 0) > HEAVY_TIME_S
+        or stat.get("size_mb", 0) > HEAVY_SIZE_MB
+    )
+    is_monthly_window = today.day <= 7
+
+    # ── Scheduling gate ──────────────────────────────────────────────────
+    # Non-stale adapters are skipped unless it's a heavy adapter in the
+    # monthly window (which forces a re-check regardless of staleness).
+    if not info["stale"]:
+        if not (is_heavy and is_monthly_window):
+            label = "heavy, deferred to monthly" if is_heavy else "not stale"
+            print(f"  Skipping ({label})")
+            return _skip_result(label)
+        print(f"  Monthly re-check for heavy adapter")
+
+    # ── Prepare workspace ────────────────────────────────────────────────
+    adapter_data_dir = DATA_DIR / adapter
+    if adapter_data_dir.exists():
+        shutil.rmtree(adapter_data_dir)
+    adapter_data_dir.mkdir(parents=True, exist_ok=True)
+
+    tmp_file: Path | None = None
+    try:
+        cmd, tmp_file = prepare_adapter_command(info, adapter_data_dir)
+
+        # ── Execute ──────────────────────────────────────────────────────
+        start = time.time()
+        result = subprocess.run(cmd, capture_output=True, text=True, env=env)
+        elapsed = time.time() - start
+
+        if result.returncode != 0:
+            print(f"  FAILED ({elapsed:.1f}s):\n{result.stderr[-500:]}")
+            stats.setdefault(adapter, {})["last_failed"] = True
+            return {
+                "status": "exec_failed",
+                "report_entry": {
                     "execution_failed": True,
-                    "error": res.stderr[-500:]
-                }
-                any_failures = True
-                continue
-            
-            print(f"Execution succeeded in {elapsed:.2f}s")
-            
-            # Validation
-            print("Validating outputs...")
-            val_cmd = ["uv", "run", "python", "-m", "every_eval_ever", "validate", "--format", "json", str(adapter_data_dir)]
-            val_res = subprocess.run(val_cmd, capture_output=True, text=True, env=env)
-            
-            # The validation command outputs JSON, but may include log prefixes.
-            # Find the first '[' to parse the validation array.
-            try:
-                out_str = val_res.stdout.strip()
-                idx = out_str.find('[')
-                if idx != -1:
-                    val_data = json.loads(out_str[idx:])
-                else:
-                    val_data = []
-            except json.JSONDecodeError as e:
-                print(f"Failed to parse validation JSON for {adapter}: {e}")
-                print(f"Stdout was: {val_res.stdout}")
-                val_data = []
-            
-            valid_files = 0
-            failed_files = 0
-            errors_list = []
-            
-            for f_report in val_data:
-                if f_report.get("valid"):
-                    valid_files += 1
-                else:
-                    failed_files += 1
-                    errs = f_report.get("errors", [])
-                    errors_list.extend(errs)
-                    # Delete invalid file
-                    invalid_f = Path(f_report.get("file"))
-                    if invalid_f.exists():
-                        invalid_f.unlink()
-            
-            print(f"Validation: {valid_files} valid, {failed_files} failed")
-            
-            is_successful = valid_files > 0 and failed_files == 0
-            
-            if is_successful:
-                # Size measurement
-                dir_size_mb = get_dir_size_mb(adapter_data_dir)
-                
-                # Update stats
-                update_data = {
-                    "time_s": elapsed,
-                    "size_mb": dir_size_mb,
-                    "last_success_ts": time.time(),
-                    "last_failed": False
-                }
-                if info["headers"]:
-                    for k, v in info["headers"].items():
-                        if v:
-                            update_data[k] = v
-                stats.setdefault(adapter, {}).update(update_data)
-                
-                current_report["adapters"][adapter] = {
-                    "execution_failed": False,
-                    "valid_files": valid_files,
-                    "failed_files": failed_files,
-                    "errors": errors_list[:50]
-                }
-            else:
-                stats.setdefault(adapter, {})["last_failed"] = True
-                current_report["adapters"][adapter] = {
-                    "execution_failed": False,
-                    "valid_files": valid_files,
-                    "failed_files": failed_files,
-                    "error": f"Validation failed: {valid_files} valid, {failed_files} failed.",
-                    "errors": errors_list[:50]
-                }
-                any_failures = True
-            
-        except Exception as e:
-            print(f"Exception during {adapter} processing: {e}")
-            traceback.print_exc()
+                    "error": result.stderr[-500:],
+                },
+                "failed": True,
+            }
+
+        # ── Validate ─────────────────────────────────────────────────────
+        print(f"  Ran in {elapsed:.1f}s, validating...")
+        valid, failed, errors = validate_adapter_outputs(adapter_data_dir, env)
+        print(f"  Validation: {valid} valid, {failed} failed")
+
+        if valid == 0 or failed > 0:
             stats.setdefault(adapter, {})["last_failed"] = True
-            current_report["adapters"][adapter] = {
-                "execution_failed": True,
-                "error": str(e)
+            return {
+                "status": "validation_failed",
+                "report_entry": {
+                    "execution_failed": False,
+                    "valid_files": valid,
+                    "failed_files": failed,
+                    "error": f"Validation: {valid} valid, {failed} failed",
+                    "errors": errors[:50],
+                },
+                "failed": True,
             }
+
+        # ── Duplicate detection ──────────────────────────────────────────
+        fingerprint = compute_data_fingerprint(adapter_data_dir)
+        stored_fingerprint = stat.get("data_fingerprint", "")
+        data_changed = fingerprint != stored_fingerprint
+
+        if data_changed:
+            print(f"  New data detected (fingerprint changed)")
+        else:
+            print(f"  Data unchanged (same fingerprint as existing)")
+
+        # ── Update stats ─────────────────────────────────────────────────
+        update: dict[str, Any] = {
+            "time_s": elapsed,
+            "size_mb": get_dir_size_mb(adapter_data_dir),
+            "last_success_ts": time.time(),
+            "last_failed": False,
+            "data_fingerprint": fingerprint,
+        }
+        if data_changed:
+            update["last_data_change_ts"] = time.time()
+
+        # Persist source headers for future staleness comparisons.
+        for key, value in info["headers"].items():
+            if value:
+                update[key] = value
+
+        stats.setdefault(adapter, {}).update(update)
+
+        return {
+            "status": "success",
+            "report_entry": {
+                "execution_failed": False,
+                "valid_files": valid,
+                "failed_files": failed,
+                "data_changed": data_changed,
+                "errors": errors[:50],
+            },
+            "failed": False,
+        }
+
+    except ValueError as e:
+        # Raised by prepare_adapter_command when input URL is missing.
+        print(f"  Skipping: {e}")
+        return _skip_result(str(e))
+
+    except Exception as e:
+        print(f"  Exception: {e}")
+        traceback.print_exc()
+        stats.setdefault(adapter, {})["last_failed"] = True
+        return {
+            "status": "exception",
+            "report_entry": {
+                "execution_failed": True,
+                "error": str(e),
+            },
+            "failed": True,
+        }
+
+    finally:
+        if tmp_file and tmp_file.exists():
+            tmp_file.unlink()
+
+
+def _skip_result(reason: str) -> dict:
+    """Build a result dict for a skipped adapter."""
+    return {
+        "status": "skipped",
+        "report_entry": None,
+        "failed": False,
+        "skip_reason": reason,
+    }
+
+
+# ── Main ─────────────────────────────────────────────────────────────────────
+
+
+def parse_args() -> argparse.Namespace:
+    """Parse command-line arguments."""
+    parser = argparse.ArgumentParser(
+        description="Run all Every Eval Ever adapters with intelligent scheduling.",
+    )
+    parser.add_argument(
+        "--dry-run",
+        action="store_true",
+        help="Run adapters locally but do not upload to HuggingFace",
+    )
+    return parser.parse_args()
+
+
+def main() -> int:
+    """Entry point: discover, schedule, run, and upload adapters."""
+    args = parse_args()
+    DATA_DIR.mkdir(exist_ok=True)
+
+    # ── PR discovery & remote state ──────────────────────────────────────
+    api = HfApi()
+    print("Checking for existing PRs...")
+    existing_pr = find_existing_pr(api)
+
+    revision = f"refs/pr/{existing_pr.num}" if existing_pr else "main"
+    if existing_pr:
+        print(
+            f"Found PR #{existing_pr.num} ({existing_pr.url}), "
+            f"loading state from {revision}"
+        )
+    else:
+        print("No open PR found, loading state from main")
+
+    stats, _ = load_remote_state(revision)
+
+    # ── Discover & analyse adapters ──────────────────────────────────────
+    print("\nAnalysing adapters...")
+    adapter_infos = discover_adapters(stats)
+    print(
+        f"Found {len(adapter_infos)} adapter(s): "
+        f"{sum(1 for a in adapter_infos if a['stale'])} stale, "
+        f"{sum(1 for a in adapter_infos if not a['stale'])} current"
+    )
+
+    today = datetime.datetime.now()
+    env = build_adapter_env()
+    report: dict[str, Any] = {
+        "date": today.strftime("%Y-%m-%d"),
+        "adapters": {},
+    }
+    any_failures = False
+    summary: dict[str, list[str]] = {
+        "ran": [],
+        "skipped": [],
+        "failed": [],
+    }
+
+    # ── Process each adapter ─────────────────────────────────────────────
+    for info in adapter_infos:
+        adapter = info["name"]
+        print(f"\n{'─' * 60}")
+        print(f"Adapter: {adapter} | Stale: {info['stale']} ({info['reason']})")
+
+        result = process_adapter(info, stats, today, env)
+
+        if result["report_entry"]:
+            report["adapters"][adapter] = result["report_entry"]
+
+        if result["failed"]:
             any_failures = True
-        finally:
-            if tmp_file and tmp_file.exists():
-                tmp_file.unlink()
-
-    # Save stats and report
-    with open(STATS_FILE, "w", encoding="utf-8") as f:
-        json.dump(stats, f, indent=2)
-        
-    with open(REPORT_FILE, "w", encoding="utf-8") as f:
-        json.dump(current_report, f, indent=2)
-
-    # Upload to HF
-    if not args.dry_run:
-        print("Uploading to Hugging Face...")
-        try:
-            if existing_pr:
-                print(f"Updating existing PR #{existing_pr.num}")
-                pr_num = existing_pr.num
-            else:
-                print("Creating new PR...")
-                try:
-                    new_pr = api.create_pull_request(
-                        repo_id=REPO_ID,
-                        title="Automated Adapter Data Update",
-                        description="Data update from GitHub Actions",
-                        repo_type=REPO_TYPE
-                    )
-                    pr_num = new_pr.num
-                    print(f"Successfully created new PR #{pr_num} ({new_pr.url})")
-                except Exception as pr_err:
-                    print(f"Error: Failed to create new PR. {pr_err}")
-                    traceback.print_exc()
-                    any_failures = True
-                    raise pr_err
-                
-            upload_revision = f"refs/pr/{pr_num}"
-            
-            print(f"Uploading using upload_large_folder to revision {upload_revision}...")
-            commit_info = api.upload_large_folder(
-                repo_id=REPO_ID,
-                folder_path=".",
-                repo_type=REPO_TYPE,
-                revision=upload_revision,
-                allow_patterns=["data/**"]
-            )
-            commit_url = getattr(commit_info, 'commit_url', getattr(commit_info, 'pr_url', str(commit_info)))
-            print(f"Upload complete! URL: {commit_url}")
-        except Exception as e:
-            print(f"Upload failed: {e}")
-            traceback.print_exc()
-            any_failures = True
-            
-    import sys
+            summary["failed"].append(adapter)
+        elif result["status"] == "success":
+            summary["ran"].append(adapter)
+        else:
+            summary["skipped"].append(adapter)
+
+    # ── Summary ──────────────────────────────────────────────────────────
+    print(f"\n{'═' * 60}")
+    print(f"Run summary ({today.strftime('%Y-%m-%d')})")
+    print(f"  Ran:     {len(summary['ran'])}  {summary['ran']}")
+    print(f"  Skipped: {len(summary['skipped'])}  {summary['skipped']}")
+    print(f"  Failed:  {len(summary['failed'])}  {summary['failed']}")
+    print(f"{'═' * 60}")
+
+    # ── Save state ───────────────────────────────────────────────────────
+    save_json(STATS_FILE, stats)
+    save_json(REPORT_FILE, report)
+
+    # ── Upload ───────────────────────────────────────────────────────────
+    has_results = bool(report["adapters"])
+    if not args.dry_run and has_results:
+        print("\nCollecting files for upload...")
+        operations = collect_data_files()
+        if operations:
+            print(f"Uploading {len(operations)} file(s) to HuggingFace...")
+            if not upload_to_hf(api, existing_pr, operations):
+                any_failures = True
+        else:
+            print("No files to upload.")
+    elif not has_results:
+        print("\nNo adapters ran — nothing to upload.")
+
     if any_failures:
-        print("One or more adapters failed, or upload failed.")
-        sys.exit(1)
+        print("\nFinished with failures.")
+        return 1
+
+    print("\nAll done!")
+    return 0
+
 
 if __name__ == "__main__":
-    main()
\ No newline at end of file
+    sys.exit(main())

From b4fa9f8bb161cc126094144ec80266f358cdce92 Mon Sep 17 00:00:00 2001
From: Deep Joshi <24bce152@nirmauni.ac.in>
Date: Mon, 6 Jul 2026 17:36:44 +0530
Subject: [PATCH 32/44] Update adapter.py

---
 utils/terminal_bench_2/adapter.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/utils/terminal_bench_2/adapter.py b/utils/terminal_bench_2/adapter.py
index 7a1653ae0..88e1c0b37 100644
--- a/utils/terminal_bench_2/adapter.py
+++ b/utils/terminal_bench_2/adapter.py
@@ -21,7 +21,7 @@
 import json
 import uuid
 
-from eval_types import (
+from every_eval_ever.eval_types import (
     AgenticEvalConfig,
     AvailableTool,
     EvalLibrary,

From a77d15f49d7d876d01db6470921d095b6cc8819a Mon Sep 17 00:00:00 2001
From: Deep Joshi <24bce152@nirmauni.ac.in>
Date: Mon, 6 Jul 2026 17:39:44 +0530
Subject: [PATCH 33/44] Change import path for eval_types module

---
 utils/exgentic/adapter.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/utils/exgentic/adapter.py b/utils/exgentic/adapter.py
index b7a4c02b5..427044203 100644
--- a/utils/exgentic/adapter.py
+++ b/utils/exgentic/adapter.py
@@ -31,7 +31,7 @@
 sys.path.insert(0, str(Path(__file__).parent.parent.parent))
 sys.path.insert(0, str(Path(__file__).parent.parent))
 
-from eval_types import (
+from every_eval_ever.eval_types import (
     AgenticEvalConfig,
     EvalLibrary,
     EvaluationLog,

From 2ffe9024ee49b29f0a782135bf71cf202f3e9636 Mon Sep 17 00:00:00 2001
From: Deep Joshi <24bce152@nirmauni.ac.in>
Date: Mon, 6 Jul 2026 20:04:40 +0530
Subject: [PATCH 34/44] Increase thresholds for heavy adapters classification

---
 utils/scripts/run_adapters.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/utils/scripts/run_adapters.py b/utils/scripts/run_adapters.py
index 07ddaa6c1..1324791dc 100644
--- a/utils/scripts/run_adapters.py
+++ b/utils/scripts/run_adapters.py
@@ -38,8 +38,8 @@
 
 # Adapters exceeding these thresholds are classified as "heavy" and only run
 # during the monthly window (first 7 days) or when their source is stale.
-HEAVY_TIME_S = 60
-HEAVY_SIZE_MB = 50
+HEAVY_TIME_S = 240
+HEAVY_SIZE_MB = 250
 
 
 # ── File & Network Utilities ─────────────────────────────────────────────────

From 0c409bb39a543db3e447ab06fcbf71787814f4cf Mon Sep 17 00:00:00 2001
From: Deep Joshi <24bce152@nirmauni.ac.in>
Date: Tue, 7 Jul 2026 13:51:28 +0530
Subject: [PATCH 35/44] Increase HEAVY_TIME_S threshold from 240 to 900

---
 utils/scripts/run_adapters.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/utils/scripts/run_adapters.py b/utils/scripts/run_adapters.py
index 1324791dc..09dcda676 100644
--- a/utils/scripts/run_adapters.py
+++ b/utils/scripts/run_adapters.py
@@ -38,7 +38,7 @@
 
 # Adapters exceeding these thresholds are classified as "heavy" and only run
 # during the monthly window (first 7 days) or when their source is stale.
-HEAVY_TIME_S = 240
+HEAVY_TIME_S = 900
 HEAVY_SIZE_MB = 250
 
 

From 84f805633b87fe3addcea5327067b01a26a359de Mon Sep 17 00:00:00 2001
From: DeepLumiere <dudecomputerscience@gmail.com>
Date: Tue, 7 Jul 2026 17:53:27 +0530
Subject: [PATCH 36/44] add output directory argument to adapter scripts and
 update dependencies

---
 .github/workflows/adapter_cron.yml  |   3 +-
 pyproject.toml                      |   2 +
 utils/helm/adapter.py               |  11 +-
 utils/multi_swe_bench/adapter.py    |   9 +-
 utils/rewardbench/adapter.py        |  21 +-
 utils/scripts/run_adapters.py       |  97 +++--
 utils/swe_bench_verified/adapter.py |   9 +-
 utils/swe_polybench/adapter.py      |   9 +-
 utils/terminal_bench_2/adapter.py   |   9 +-
 uv.lock                             | 544 ++++++++++++++++++++++++++++
 10 files changed, 658 insertions(+), 56 deletions(-)

diff --git a/.github/workflows/adapter_cron.yml b/.github/workflows/adapter_cron.yml
index 9e89a5037..8821ebf54 100644
--- a/.github/workflows/adapter_cron.yml
+++ b/.github/workflows/adapter_cron.yml
@@ -9,7 +9,6 @@ jobs:
   run-adapters:
     runs-on: ubuntu-latest
     environment: adapter_cron
-
     steps:
       - name: Checkout repository
         uses: actions/checkout@v4
@@ -23,7 +22,7 @@ jobs:
       - name: Set up Python
         uses: actions/setup-python@v5
         with:
-          python-version: "3.12"
+          python-version-file: "pyproject.toml"
 
       - name: Install dependencies
         run: uv sync --locked --all-extras
diff --git a/pyproject.toml b/pyproject.toml
index 450f30f30..a9bc6ec7a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -12,10 +12,12 @@ authors = [
 ]
 requires-python = ">=3.12"
 dependencies = [
+    "aiohttp>=3.13.3",
     "datamodel-code-generator[ruff]>=0.52.2",
     "duckdb>=1.5.2",
     "huggingface-hub>=0.36.0,<1.0.0",
     "jsonschema>=4.26.0,<5.0.0",
+    "locust==2.44.5.dev5",
     "matplotlib>=3.10.8",
     "numpy>=2.4.1",
     "pandas>=2.3.3",
diff --git a/utils/helm/adapter.py b/utils/helm/adapter.py
index df365f304..bd4d484fa 100644
--- a/utils/helm/adapter.py
+++ b/utils/helm/adapter.py
@@ -79,6 +79,12 @@ def parse_args():
         default='unknown',
         help='Version of the evaluation library',
     )
+    parser.add_argument(
+        '--output-dir',
+        type=str,
+        default=None,
+        help='Output directory',
+    )
     return parser.parse_args()
 
 
@@ -176,6 +182,7 @@ def convert(
     eval_library_name: str = 'helm',
     eval_library_version: str = 'unknown',
     source_data_url: str = 'unknown',
+    output_dir: str | None = None,
 ):
     """Convert HELM leaderboard data into unified evaluation logs."""
     retrieved_timestamp = str(time.time())
@@ -360,9 +367,10 @@ def convert(
                 developer = model_info.developer
                 model = model_id
 
+        out_path = output_dir if output_dir else f'data/{leaderboard_name}'
         filepath = save_evaluation_log(
             eval_log,
-            f'data/{leaderboard_name}',
+            out_path,
             developer,
             model,
         )
@@ -416,6 +424,7 @@ def main():
         eval_library_name=args.eval_library_name,
         eval_library_version=args.eval_library_version,
         source_data_url=source_data_url,
+        output_dir=args.output_dir,
     )
 
     print('Done!')
diff --git a/utils/multi_swe_bench/adapter.py b/utils/multi_swe_bench/adapter.py
index 776870fc8..f1196d2b8 100644
--- a/utils/multi_swe_bench/adapter.py
+++ b/utils/multi_swe_bench/adapter.py
@@ -160,6 +160,11 @@ def convert_submission(
 
 
 def main():
+    import argparse
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--output-dir", type=str, default=OUTPUT_BASE)
+    args = parser.parse_args()
+
     retrieved_timestamp = str(time.time())
     count = 0
     errors = 0
@@ -186,7 +191,7 @@ def main():
                     eval_log = convert_submission(submission_dir, lang, retrieved_timestamp)
                     dev = eval_log.model_info.developer or "unknown"
                     model_name = eval_log.model_info.name.split("/")[-1]
-                    filepath = save_evaluation_log(eval_log, OUTPUT_BASE, dev, model_name)
+                    filepath = save_evaluation_log(eval_log, args.output_dir, dev, model_name)
                     score = eval_log.evaluation_results[0].score_details.score
                     print(f"  [{score:.1%}] {submission_dir.name} → {filepath}")
                     count += 1
@@ -194,7 +199,7 @@ def main():
                     print(f"  ERROR {submission_dir.name}: {e}")
                     errors += 1
 
-    print(f"\nGenerated {count} files, {errors} errors → {OUTPUT_BASE}/")
+    print(f"\nGenerated {count} files, {errors} errors → {args.output_dir}/")
 
 
 if __name__ == "__main__":
diff --git a/utils/rewardbench/adapter.py b/utils/rewardbench/adapter.py
index 0784ed239..56b1845c2 100644
--- a/utils/rewardbench/adapter.py
+++ b/utils/rewardbench/adapter.py
@@ -134,10 +134,10 @@ def _make_model_info(
     )
 
 
-def _save_eval_log(eval_log: EvaluationLog, developer: str, model: str) -> Path:
+def _save_eval_log(eval_log: EvaluationLog, developer: str, model: str, output_dir: Path = OUTPUT_DIR) -> Path:
     """Save an evaluation log to the standard directory structure."""
     dir_path = (
-        OUTPUT_DIR / sanitize_filename(developer) / sanitize_filename(model)
+        output_dir / sanitize_filename(developer) / sanitize_filename(model)
     )
     dir_path.mkdir(parents=True, exist_ok=True)
 
@@ -172,7 +172,7 @@ def parse_score(value: str) -> Optional[float]:
         return None
 
 
-def fetch_rewardbench_v1(retrieved_timestamp: str) -> int:
+def fetch_rewardbench_v1(retrieved_timestamp: str, output_dir: Path = OUTPUT_DIR) -> int:
     """Fetch and process RewardBench v1 results from the CSV file."""
     print('Fetching RewardBench v1 CSV...')
 
@@ -233,14 +233,14 @@ def fetch_rewardbench_v1(retrieved_timestamp: str) -> int:
         else:
             dev, model = 'unknown', model_info.id
 
-        filepath = _save_eval_log(eval_log, dev, model)
+        filepath = _save_eval_log(eval_log, dev, model, output_dir)
         print(f'Saved: {filepath}')
         count += 1
 
     return count
 
 
-def fetch_rewardbench_v2(retrieved_timestamp: str) -> int:
+def fetch_rewardbench_v2(retrieved_timestamp: str, output_dir: Path = OUTPUT_DIR) -> int:
     """Fetch and process RewardBench v2 results from the HuggingFace dataset."""
     print('Fetching RewardBench v2 model list...')
 
@@ -348,7 +348,7 @@ def fetch_rewardbench_v2(retrieved_timestamp: str) -> int:
             else:
                 dev, model = 'unknown', model_info.id
 
-            filepath = _save_eval_log(eval_log, dev, model)
+            filepath = _save_eval_log(eval_log, dev, model, output_dir)
             print(f'    Saved: {filepath}')
             count += 1
 
@@ -357,6 +357,11 @@ def fetch_rewardbench_v2(retrieved_timestamp: str) -> int:
 
 def main():
     """Main function to fetch and process RewardBench results."""
+    import argparse
+    parser = argparse.ArgumentParser()
+    parser.add_argument('--output-dir', type=Path, default=OUTPUT_DIR)
+    args = parser.parse_args()
+
     retrieved_timestamp = str(time.time())
 
     print('=' * 60)
@@ -364,7 +369,7 @@ def main():
     print('=' * 60)
 
     try:
-        v1_count = fetch_rewardbench_v1(retrieved_timestamp)
+        v1_count = fetch_rewardbench_v1(retrieved_timestamp, args.output_dir)
         print(f'\nProcessed {v1_count} models from RewardBench v1')
     except Exception as e:
         print(f'Error processing RewardBench v1: {e}')
@@ -377,7 +382,7 @@ def main():
     print('=' * 60)
 
     try:
-        v2_count = fetch_rewardbench_v2(retrieved_timestamp)
+        v2_count = fetch_rewardbench_v2(retrieved_timestamp, args.output_dir)
         print(f'\nProcessed {v2_count} models from RewardBench v2')
     except Exception as e:
         print(f'Error processing RewardBench v2: {e}')
diff --git a/utils/scripts/run_adapters.py b/utils/scripts/run_adapters.py
index 09dcda676..d87cd8549 100644
--- a/utils/scripts/run_adapters.py
+++ b/utils/scripts/run_adapters.py
@@ -38,8 +38,8 @@
 
 # Adapters exceeding these thresholds are classified as "heavy" and only run
 # during the monthly window (first 7 days) or when their source is stale.
-HEAVY_TIME_S = 900
-HEAVY_SIZE_MB = 250
+HEAVY_TIME_S = 60
+HEAVY_SIZE_MB = 50
 
 
 # ── File & Network Utilities ─────────────────────────────────────────────────
@@ -109,7 +109,7 @@ def check_url_headers(url: str | None) -> dict[str, str | None]:
 def save_json(path: Path, data: Any) -> None:
     """Write *data* to a JSON file with readable formatting."""
     with open(path, "w", encoding="utf-8") as f:
-        json.dump(data, f, indent=2)
+        json.dump(data, f, indent=2, sort_keys=True)
 
 
 # ── Staleness Detection ─────────────────────────────────────────────────────
@@ -294,12 +294,12 @@ def prepare_adapter_command(
     tmp_file: Path | None = None
     if requires_json and url:
         tmp_file = DATA_DIR / f"{adapter}_input.json"
-        print(f"  Downloading JSON input from {url}")
+        print(f"[{adapter}] Downloading JSON input from {url}")
         download_file(url, tmp_file)
         cmd.extend([arg_name, str(tmp_file)])
     elif requires_csv and url:
         tmp_file = DATA_DIR / f"{adapter}_input.csv"
-        print(f"  Downloading CSV input from {url}")
+        print(f"[{adapter}] Downloading CSV input from {url}")
         download_file(url, tmp_file)
         cmd.extend([arg_name, str(tmp_file)])
 
@@ -325,7 +325,7 @@ def validate_adapter_outputs(
         idx = stdout.find("[")
         val_data = json.loads(stdout[idx:]) if idx != -1 else []
     except json.JSONDecodeError as e:
-        print(f"  Failed to parse validation output: {e}")
+        print(f"[{adapter_data_dir.name}] Failed to parse validation output: {e}")
         val_data = []
 
     valid_count = 0
@@ -482,17 +482,13 @@ def process_adapter(
         stat.get("time_s", 0) > HEAVY_TIME_S
         or stat.get("size_mb", 0) > HEAVY_SIZE_MB
     )
-    is_monthly_window = today.day <= 7
 
     # ── Scheduling gate ──────────────────────────────────────────────────
-    # Non-stale adapters are skipped unless it's a heavy adapter in the
-    # monthly window (which forces a re-check regardless of staleness).
+    # Non-stale adapters are skipped.
     if not info["stale"]:
-        if not (is_heavy and is_monthly_window):
-            label = "heavy, deferred to monthly" if is_heavy else "not stale"
-            print(f"  Skipping ({label})")
-            return _skip_result(label)
-        print(f"  Monthly re-check for heavy adapter")
+        label = "heavy, deferred" if is_heavy else "not stale"
+        print(f"[{adapter}] Skipping ({label})")
+        return _skip_result(label)
 
     # ── Prepare workspace ────────────────────────────────────────────────
     adapter_data_dir = DATA_DIR / adapter
@@ -510,7 +506,7 @@ def process_adapter(
         elapsed = time.time() - start
 
         if result.returncode != 0:
-            print(f"  FAILED ({elapsed:.1f}s):\n{result.stderr[-500:]}")
+            print(f"[{adapter}] FAILED ({elapsed:.1f}s):\n{result.stderr[-500:]}")
             stats.setdefault(adapter, {})["last_failed"] = True
             return {
                 "status": "exec_failed",
@@ -522,9 +518,9 @@ def process_adapter(
             }
 
         # ── Validate ─────────────────────────────────────────────────────
-        print(f"  Ran in {elapsed:.1f}s, validating...")
+        print(f"[{adapter}] Ran in {elapsed:.1f}s, validating...")
         valid, failed, errors = validate_adapter_outputs(adapter_data_dir, env)
-        print(f"  Validation: {valid} valid, {failed} failed")
+        print(f"[{adapter}] Validation: {valid} valid, {failed} failed")
 
         if valid == 0 or failed > 0:
             stats.setdefault(adapter, {})["last_failed"] = True
@@ -546,9 +542,9 @@ def process_adapter(
         data_changed = fingerprint != stored_fingerprint
 
         if data_changed:
-            print(f"  New data detected (fingerprint changed)")
+            print(f"[{adapter}] New data detected (fingerprint changed)")
         else:
-            print(f"  Data unchanged (same fingerprint as existing)")
+            print(f"[{adapter}] Data unchanged (same fingerprint as existing)")
 
         # ── Update stats ─────────────────────────────────────────────────
         update: dict[str, Any] = {
@@ -582,11 +578,11 @@ def process_adapter(
 
     except ValueError as e:
         # Raised by prepare_adapter_command when input URL is missing.
-        print(f"  Skipping: {e}")
+        print(f"[{adapter}] Skipping: {e}")
         return _skip_result(str(e))
 
     except Exception as e:
-        print(f"  Exception: {e}")
+        print(f"[{adapter}] Exception: {e}")
         traceback.print_exc()
         stats.setdefault(adapter, {})["last_failed"] = True
         return {
@@ -626,6 +622,11 @@ def parse_args() -> argparse.Namespace:
         action="store_true",
         help="Run adapters locally but do not upload to HuggingFace",
     )
+    parser.add_argument(
+        "--force-all",
+        action="store_true",
+        help="Force run all adapters regardless of staleness",
+    )
     return parser.parse_args()
 
 
@@ -653,6 +654,13 @@ def main() -> int:
     # ── Discover & analyse adapters ──────────────────────────────────────
     print("\nAnalysing adapters...")
     adapter_infos = discover_adapters(stats)
+    
+    if getattr(args, "force_all", False):
+        print("Force run requested! Marking all adapters as stale.")
+        for info in adapter_infos:
+            info["stale"] = True
+            info["reason"] = "forced by --force-all flag"
+
     print(
         f"Found {len(adapter_infos)} adapter(s): "
         f"{sum(1 for a in adapter_infos if a['stale'])} stale, "
@@ -673,23 +681,38 @@ def main() -> int:
     }
 
     # ── Process each adapter ─────────────────────────────────────────────
-    for info in adapter_infos:
-        adapter = info["name"]
-        print(f"\n{'─' * 60}")
-        print(f"Adapter: {adapter} | Stale: {info['stale']} ({info['reason']})")
+    import concurrent.futures
 
-        result = process_adapter(info, stats, today, env)
-
-        if result["report_entry"]:
-            report["adapters"][adapter] = result["report_entry"]
+    print(f"\n{'─' * 60}")
+    for info in adapter_infos:
+        print(f"Adapter: {info['name']} | Stale: {info['stale']} ({info['reason']})")
 
-        if result["failed"]:
-            any_failures = True
-            summary["failed"].append(adapter)
-        elif result["status"] == "success":
-            summary["ran"].append(adapter)
-        else:
-            summary["skipped"].append(adapter)
+    print("\nRunning adapters in parallel...")
+    with concurrent.futures.ThreadPoolExecutor() as executor:
+        futures = {
+            executor.submit(process_adapter, info, stats, today, env): info["name"]
+            for info in adapter_infos
+        }
+        
+        for future in concurrent.futures.as_completed(futures):
+            adapter = futures[future]
+            try:
+                result = future.result()
+                if result["report_entry"]:
+                    report["adapters"][adapter] = result["report_entry"]
+
+                if result["failed"]:
+                    any_failures = True
+                    summary["failed"].append(adapter)
+                elif result["status"] == "success":
+                    summary["ran"].append(adapter)
+                else:
+                    summary["skipped"].append(adapter)
+            except Exception as e:
+                print(f"[{adapter}] Unhandled exception in thread: {e}")
+                traceback.print_exc()
+                any_failures = True
+                summary["failed"].append(adapter)
 
     # ── Summary ──────────────────────────────────────────────────────────
     print(f"\n{'═' * 60}")
@@ -726,4 +749,4 @@ def main() -> int:
 
 
 if __name__ == "__main__":
-    sys.exit(main())
+    sys.exit(main())
\ No newline at end of file
diff --git a/utils/swe_bench_verified/adapter.py b/utils/swe_bench_verified/adapter.py
index 119ab7d04..df3a60bbd 100644
--- a/utils/swe_bench_verified/adapter.py
+++ b/utils/swe_bench_verified/adapter.py
@@ -215,6 +215,11 @@ def main():
             "datasets is required to run this adapter. Install it with: pip install datasets"
         ) from e
 
+    import argparse
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--output-dir", type=str, default=OUTPUT_DIR)
+    args = parser.parse_args()
+
     retrieved_timestamp = str(time.time())
     count = 0
     errors = 0
@@ -240,7 +245,7 @@ def main():
                 dev = eval_log.model_info.developer or "unknown"
                 # Use model name without developer prefix for the directory
                 model_name = eval_log.model_info.name.split("/")[-1]
-                filepath = save_evaluation_log(eval_log, OUTPUT_DIR, dev, model_name)
+                filepath = save_evaluation_log(eval_log, args.output_dir, dev, model_name)
                 score = eval_log.evaluation_results[0].score_details.score
                 print(f"  [{score:.1%}] {submission_dir.name} → {filepath}")
                 count += 1
@@ -248,7 +253,7 @@ def main():
                 print(f"  ERROR {submission_dir.name}: {e}")
                 errors += 1
 
-    print(f"\nGenerated {count} files, {errors} errors → {OUTPUT_DIR}/")
+    print(f"\nGenerated {count} files, {errors} errors → {args.output_dir}/")
 
 
 if __name__ == "__main__":
diff --git a/utils/swe_polybench/adapter.py b/utils/swe_polybench/adapter.py
index e54b0620e..b35a3f7b2 100644
--- a/utils/swe_polybench/adapter.py
+++ b/utils/swe_polybench/adapter.py
@@ -263,6 +263,11 @@ def main():
             "pyyaml is required to run this adapter. Install it with: pip install pyyaml"
         ) from e
 
+    import argparse
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--output-dir", type=str, default=OUTPUT_BASE)
+    args = parser.parse_args()
+
     retrieved_timestamp = str(time.time())
     count = 0
     errors = 0
@@ -300,7 +305,7 @@ def main():
                     for eval_log, lang in logs_results:
                         dev = eval_log.model_info.developer or "unknown"
                         model_name = eval_log.model_info.name.split("/")[-1]
-                        filepath = save_evaluation_log(eval_log, OUTPUT_BASE, dev, model_name)
+                        filepath = save_evaluation_log(eval_log, args.output_dir, dev, model_name)
                         score = eval_log.evaluation_results[0].score_details.score
                         print(f"  [{score:.1%}] {submission_dir.name} [{lang}] → {filepath}")
                         count += 1
@@ -308,7 +313,7 @@ def main():
                     print(f"  ERROR {submission_dir.name}: {e}")
                     errors += 1
 
-    print(f"\nGenerated {count} files, {errors} errors → {OUTPUT_BASE}/")
+    print(f"\nGenerated {count} files, {errors} errors → {args.output_dir}/")
 
 
 if __name__ == "__main__":
diff --git a/utils/terminal_bench_2/adapter.py b/utils/terminal_bench_2/adapter.py
index 88e1c0b37..f3a6f6082 100644
--- a/utils/terminal_bench_2/adapter.py
+++ b/utils/terminal_bench_2/adapter.py
@@ -18,6 +18,7 @@
 
 sys.path.insert(0, str(Path(__file__).parent.parent))
 
+import argparse
 import json
 import uuid
 
@@ -294,6 +295,10 @@ def convert_entry(entry: dict, retrieved_timestamp: str) -> EvaluationLog:
 
 
 def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--output-dir", type=Path, default=Path(OUTPUT_DIR))
+    args = parser.parse_args()
+
     retrieved_timestamp = str(time.time())
     count = 0
 
@@ -302,14 +307,14 @@ def main():
             eval_log = convert_entry(entry, retrieved_timestamp)
             org_slug = get_org_slug(entry["model_org"])
             model_slug = get_model_slug(entry["model"])
-            filepath = save_evaluation_log(eval_log, OUTPUT_DIR, org_slug, model_slug)
+            filepath = save_evaluation_log(eval_log, args.output_dir, org_slug, model_slug)
             print(f"[{entry['rank']:3d}] {filepath}")
             count += 1
         except Exception as e:
             print(f"Error processing rank {entry['rank']} "
                   f"({entry['agent']} / {entry['model']}): {e}")
 
-    print(f"\nGenerated {count} files in {OUTPUT_DIR}/")
+    print(f"\nGenerated {count} files in {args.output_dir}/")
 
 
 if __name__ == "__main__":
diff --git a/uv.lock b/uv.lock
index 01f0357dc..ad173d2d8 100644
--- a/uv.lock
+++ b/uv.lock
@@ -234,6 +234,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/1a/39/47f9197bdd44df24d67ac8893641e16f386c984a0619ef2ee4c51fbbc019/beautifulsoup4-4.14.3-py3-none-any.whl", hash = "sha256:0918bfe44902e6ad8d57732ba310582e98da931428d231a5ecb9e7c703a735bb", size = 107721, upload-time = "2025-11-30T15:08:24.087Z" },
 ]
 
+[[package]]
+name = "bidict"
+version = "0.23.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/9a/6e/026678aa5a830e07cd9498a05d3e7e650a4f56a42f267a53d22bcda1bdc9/bidict-0.23.1.tar.gz", hash = "sha256:03069d763bc387bbd20e7d49914e75fc4132a41937fa3405417e1a5a2d006d71", size = 29093, upload-time = "2024-02-18T19:09:05.748Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/99/37/e8730c3587a65eb5645d4aba2d27aae48e8003614d6aaf15dda67f702f1f/bidict-0.23.1-py3-none-any.whl", hash = "sha256:5dae8d4d79b552a71cbabc7deb25dfe8ce710b17ff41711e13010ead2abfc3e5", size = 32764, upload-time = "2024-02-18T19:09:04.156Z" },
+]
+
 [[package]]
 name = "black"
 version = "25.12.0"
@@ -266,6 +275,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/68/11/21331aed19145a952ad28fca2756a1433ee9308079bd03bd898e903a2e53/black-25.12.0-py3-none-any.whl", hash = "sha256:48ceb36c16dbc84062740049eef990bb2ce07598272e673c17d1a7720c71c828", size = 206191, upload-time = "2025-12-08T01:40:50.963Z" },
 ]
 
+[[package]]
+name = "blinker"
+version = "1.9.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/21/28/9b3f50ce0e048515135495f198351908d99540d69bfdc8c1d15b73dc55ce/blinker-1.9.0.tar.gz", hash = "sha256:b4ce2265a7abece45e7cc896e98dbebe6cead56bcf805a3d23136d145f5445bf", size = 22460, upload-time = "2024-11-08T17:25:47.436Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/10/cb/f2ad4230dc2eb1a74edf38f1a38b9b52277f75bef262d8908e60d957e13c/blinker-1.9.0-py3-none-any.whl", hash = "sha256:ba0efaa9080b619ff2f3459d1d500c57bddea4a6b424b60a91141db6fd2f08bc", size = 8458, upload-time = "2024-11-08T17:25:46.184Z" },
+]
+
 [[package]]
 name = "blis"
 version = "1.3.3"
@@ -335,6 +353,44 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/bb/1f/5977ea88c6a3df6199db97d320e5da816d415d1eb75a987a1f6823d5cc9d/bottle-0.12.25-py3-none-any.whl", hash = "sha256:d6f15f9d422670b7c073d63bd8d287b135388da187a0f3e3c19293626ce034ea", size = 90181, upload-time = "2023-03-04T15:34:16.243Z" },
 ]
 
+[[package]]
+name = "brotli"
+version = "1.2.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/f7/16/c92ca344d646e71a43b8bb353f0a6490d7f6e06210f8554c8f874e454285/brotli-1.2.0.tar.gz", hash = "sha256:e310f77e41941c13340a95976fe66a8a95b01e783d430eeaf7a2f87e0a57dd0a", size = 7388632, upload-time = "2025-11-05T18:39:42.86Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/11/ee/b0a11ab2315c69bb9b45a2aaed022499c9c24a205c3a49c3513b541a7967/brotli-1.2.0-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:35d382625778834a7f3061b15423919aa03e4f5da34ac8e02c074e4b75ab4f84", size = 861543, upload-time = "2025-11-05T18:38:24.183Z" },
+    { url = "https://files.pythonhosted.org/packages/e1/2f/29c1459513cd35828e25531ebfcbf3e92a5e49f560b1777a9af7203eb46e/brotli-1.2.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:7a61c06b334bd99bc5ae84f1eeb36bfe01400264b3c352f968c6e30a10f9d08b", size = 444288, upload-time = "2025-11-05T18:38:25.139Z" },
+    { url = "https://files.pythonhosted.org/packages/3d/6f/feba03130d5fceadfa3a1bb102cb14650798c848b1df2a808356f939bb16/brotli-1.2.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:acec55bb7c90f1dfc476126f9711a8e81c9af7fb617409a9ee2953115343f08d", size = 1528071, upload-time = "2025-11-05T18:38:26.081Z" },
+    { url = "https://files.pythonhosted.org/packages/2b/38/f3abb554eee089bd15471057ba85f47e53a44a462cfce265d9bf7088eb09/brotli-1.2.0-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:260d3692396e1895c5034f204f0db022c056f9e2ac841593a4cf9426e2a3faca", size = 1626913, upload-time = "2025-11-05T18:38:27.284Z" },
+    { url = "https://files.pythonhosted.org/packages/03/a7/03aa61fbc3c5cbf99b44d158665f9b0dd3d8059be16c460208d9e385c837/brotli-1.2.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:072e7624b1fc4d601036ab3f4f27942ef772887e876beff0301d261210bca97f", size = 1419762, upload-time = "2025-11-05T18:38:28.295Z" },
+    { url = "https://files.pythonhosted.org/packages/21/1b/0374a89ee27d152a5069c356c96b93afd1b94eae83f1e004b57eb6ce2f10/brotli-1.2.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:adedc4a67e15327dfdd04884873c6d5a01d3e3b6f61406f99b1ed4865a2f6d28", size = 1484494, upload-time = "2025-11-05T18:38:29.29Z" },
+    { url = "https://files.pythonhosted.org/packages/cf/57/69d4fe84a67aef4f524dcd075c6eee868d7850e85bf01d778a857d8dbe0a/brotli-1.2.0-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:7a47ce5c2288702e09dc22a44d0ee6152f2c7eda97b3c8482d826a1f3cfc7da7", size = 1593302, upload-time = "2025-11-05T18:38:30.639Z" },
+    { url = "https://files.pythonhosted.org/packages/d5/3b/39e13ce78a8e9a621c5df3aeb5fd181fcc8caba8c48a194cd629771f6828/brotli-1.2.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:af43b8711a8264bb4e7d6d9a6d004c3a2019c04c01127a868709ec29962b6036", size = 1487913, upload-time = "2025-11-05T18:38:31.618Z" },
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+source = { registry = "https://pypi.org/simple" }
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 version = "3.6.0"
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 version = "0.18.0"

From 01d1834ba19e6d803d05b6aca7da1f7aea677441 Mon Sep 17 00:00:00 2001
From: DeepLumiere <dudecomputerscience@gmail.com>
Date: Tue, 7 Jul 2026 18:04:31 +0530
Subject: [PATCH 37/44] feat: add input option to force run all adapters in
 cron job

---
 .github/workflows/adapter_cron.yml | 13 ++++++++++++-
 1 file changed, 12 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/adapter_cron.yml b/.github/workflows/adapter_cron.yml
index 8821ebf54..59502d0e7 100644
--- a/.github/workflows/adapter_cron.yml
+++ b/.github/workflows/adapter_cron.yml
@@ -4,6 +4,12 @@ on:
   schedule:
     - cron: '0 0 * * *' # Daily at midnight UTC
   workflow_dispatch: # Allow manual triggering
+    inputs:
+      force_all:
+        description: 'Force run all adapters regardless of staleness'
+        required: false
+        type: boolean
+        default: false
 
 jobs:
   run-adapters:
@@ -35,4 +41,9 @@ jobs:
           KAGGLE_USERNAME: ${{ secrets.KAGGLE_USERNAME }}
           KAGGLE_KEY: ${{ secrets.KAGGLE_KEY }}
           LLM_STATS_API_KEY: ${{ secrets.LLM_STATS_API_KEY }}
-        run: uv run python utils/scripts/run_adapters.py
+        run: |
+          if [ "${{ github.event.inputs.force_all }}" == "true" ]; then
+            uv run python utils/scripts/run_adapters.py --force-all
+          else
+            uv run python utils/scripts/run_adapters.py
+          fi

From 657a3a75c8cbe852bfd35851d05d82288a0a5dec Mon Sep 17 00:00:00 2001
From: Deep Joshi <24bce152@nirmauni.ac.in>
Date: Tue, 7 Jul 2026 22:04:51 +0530
Subject: [PATCH 38/44] Update cron job description for force_all input

---
 .github/workflows/adapter_cron.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/adapter_cron.yml b/.github/workflows/adapter_cron.yml
index 59502d0e7..c4c4deb12 100644
--- a/.github/workflows/adapter_cron.yml
+++ b/.github/workflows/adapter_cron.yml
@@ -6,7 +6,7 @@ on:
   workflow_dispatch: # Allow manual triggering
     inputs:
       force_all:
-        description: 'Force run all adapters regardless of staleness'
+        description: 'Force run all adapters'
         required: false
         type: boolean
         default: false

From 05aac8aab81393e474df5b6791e2d5da7f181634 Mon Sep 17 00:00:00 2001
From: Deep Joshi <24bce152@nirmauni.ac.in>
Date: Tue, 7 Jul 2026 22:17:30 +0530
Subject: [PATCH 39/44] Fixed dataset link

---
 utils/exgentic/adapter.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/utils/exgentic/adapter.py b/utils/exgentic/adapter.py
index 427044203..653f42ea1 100644
--- a/utils/exgentic/adapter.py
+++ b/utils/exgentic/adapter.py
@@ -11,7 +11,7 @@
 
 Data source:
 - Exgentic experiments output: results.json files produced by `exgentic batch aggregate`
-- HuggingFace dataset: https://huggingface.co/datasets/Exgentic/open-agent-leaderboard-results
+- HuggingFace dataset: https://huggingface.co/datasets/Exgentic/results
 
 Usage:
     # From local experiment results
@@ -51,7 +51,7 @@
 
 SCHEMA_VERSION = "0.2.2"
 OUTPUT_DIR = "data/exgentic"
-HF_DATASET = "Exgentic/open-agent-leaderboard-results"
+HF_DATASET = "Exgentic/results"
 
 # Map model name prefixes to developer organizations
 MODEL_DEVELOPER_MAP = {

From 38bf464dc2349a6f3981b177d3873865891df62f Mon Sep 17 00:00:00 2001
From: DeepLumiere <dudecomputerscience@gmail.com>
Date: Tue, 7 Jul 2026 22:37:04 +0530
Subject: [PATCH 40/44] Upgrade to run_adapters.py

---
 utils/scripts/run_adapters.py | 88 +++++++++++++++++++----------------
 1 file changed, 47 insertions(+), 41 deletions(-)

diff --git a/utils/scripts/run_adapters.py b/utils/scripts/run_adapters.py
index d87cd8549..49fad9097 100644
--- a/utils/scripts/run_adapters.py
+++ b/utils/scripts/run_adapters.py
@@ -19,10 +19,11 @@
 import time
 import traceback
 import urllib.request
+import urllib.error
 from pathlib import Path
 from typing import Any
 
-from huggingface_hub import CommitOperationAdd, HfApi, hf_hub_download
+from huggingface_hub import HfApi, hf_hub_download
 from huggingface_hub.utils import EntryNotFoundError
 
 from every_eval_ever.check_duplicate_entries import normalized_hash
@@ -83,9 +84,13 @@ def download_file(url: str, output: Path) -> None:
     """Download a remote file to a local path."""
     headers = {"User-Agent": "every-eval-ever adapter runner"}
     req = urllib.request.Request(url, headers=headers)
-    with urllib.request.urlopen(req, timeout=60) as resp:
-        with open(output, "wb") as f:
-            shutil.copyfileobj(resp, f)
+    try:
+        with urllib.request.urlopen(req, timeout=60) as resp:
+            with open(output, "wb") as f:
+                shutil.copyfileobj(resp, f)
+    except urllib.error.HTTPError as e:
+        print(f"HTTP Error {e.code} while downloading {url}: {e.reason}")
+        raise ValueError(f"Download failed with HTTP {e.code}: {e.reason}") from e
 
 
 def check_url_headers(url: str | None) -> dict[str, str | None]:
@@ -121,6 +126,13 @@ def save_json(path: Path, data: Any) -> None:
 ]
 
 
+def get_assigned_day_of_week(adapter_name: str) -> int:
+    """Consistently assign an adapter to a day of the week (0-6) based on its name."""
+    # Use MD5 to get a stable integer hash
+    hash_val = int(hashlib.md5(adapter_name.encode('utf-8')).hexdigest(), 16)
+    return hash_val % 7
+
+
 def is_stale(
     adapter: str,
     stats: dict,
@@ -129,13 +141,23 @@ def is_stale(
     """Decide whether an adapter's data is stale and needs re-running.
 
     Priority order:
-    1. Previous run failed → stale (retry immediately).
-    2. Source HTTP headers changed → stale.
-    3. New headers available that weren't previously tracked → stale.
-    4. 7+ days since last *data change* → stale (fallback for sources
-       without reliable headers).
+    1. Assigned day of week has not arrived → not stale (deferred).
+    2. Previous run failed → stale (retry immediately on its assigned day).
+    3. Source HTTP headers changed → stale.
+    4. New headers available that weren't previously tracked → stale.
+    5. 7+ days since last *data change* → stale (fallback).
     """
+    assigned_dow = get_assigned_day_of_week(adapter)
+    current_dow = datetime.datetime.now().weekday()  # Monday is 0, Sunday is 6
+
     stat = stats.get(adapter, {})
+    last_check_ts = stat.get("last_check_ts", 0)
+    
+    # If it was already checked today, don't check again (prevents multiple runs on the assigned day)
+    # UNLESS it's a force run, but that bypasses this function.
+    # We will just rely on the assigned day of the week to distribute the runs.
+    if assigned_dow != current_dow:
+        return False, f"assigned to day {assigned_dow}, today is {current_dow}"
 
     if stat.get("last_failed"):
         return True, "last run failed"
@@ -340,7 +362,10 @@ def validate_adapter_outputs(
             errors.extend(report.get("errors", []))
             invalid_path = Path(report.get("file", ""))
             if invalid_path.exists():
-                invalid_path.unlink()
+                if invalid_path.is_file():
+                    invalid_path.unlink()
+                else:
+                    print(f"[{adapter_data_dir.name}] Warning: Validation reported a directory as a failed file: {invalid_path}")
 
     return valid_count, failed_count, errors
 
@@ -406,29 +431,11 @@ def create_new_pr(api: HfApi) -> int:
 # ── Upload ───────────────────────────────────────────────────────────────────
 
 
-def collect_data_files() -> list[CommitOperationAdd]:
-    """Collect all files under ``data/`` as commit operations for upload."""
-    operations: list[CommitOperationAdd] = []
-    if not DATA_DIR.exists():
-        return operations
-
-    for file_path in sorted(DATA_DIR.rglob("*")):
-        if file_path.is_file():
-            operations.append(
-                CommitOperationAdd(
-                    path_in_repo=file_path.as_posix(),
-                    path_or_fileobj=str(file_path),
-                )
-            )
-    return operations
-
-
 def upload_to_hf(
     api: HfApi,
     existing_pr: Any | None,
-    operations: list[CommitOperationAdd],
 ) -> bool:
-    """Upload files to HuggingFace via a PR.
+    """Upload data directory to HuggingFace via a PR.
 
     Reuses an existing open PR when available, otherwise creates a new one.
     Returns ``True`` on success.
@@ -446,11 +453,13 @@ def upload_to_hf(
 
         revision = f"refs/pr/{pr_num}"
         today = datetime.datetime.now().strftime("%Y-%m-%d")
-        api.create_commit(
+        
+        api.upload_folder(
             repo_id=REPO_ID,
+            folder_path=str(DATA_DIR),
+            path_in_repo="data",
             repo_type=REPO_TYPE,
             revision=revision,
-            operations=operations,
             commit_message=f"Automated data update ({today})",
         )
         print(f"  Upload complete to PR #{pr_num}")
@@ -544,13 +553,15 @@ def process_adapter(
         if data_changed:
             print(f"[{adapter}] New data detected (fingerprint changed)")
         else:
-            print(f"[{adapter}] Data unchanged (same fingerprint as existing)")
+            print(f"[{adapter}] Data unchanged (same fingerprint as existing). Discarding outputs.")
+            shutil.rmtree(adapter_data_dir)
 
         # ── Update stats ─────────────────────────────────────────────────
         update: dict[str, Any] = {
             "time_s": elapsed,
-            "size_mb": get_dir_size_mb(adapter_data_dir),
+            "size_mb": get_dir_size_mb(adapter_data_dir) if adapter_data_dir.exists() else 0,
             "last_success_ts": time.time(),
+            "last_check_ts": time.time(),
             "last_failed": False,
             "data_fingerprint": fingerprint,
         }
@@ -729,14 +740,9 @@ def main() -> int:
     # ── Upload ───────────────────────────────────────────────────────────
     has_results = bool(report["adapters"])
     if not args.dry_run and has_results:
-        print("\nCollecting files for upload...")
-        operations = collect_data_files()
-        if operations:
-            print(f"Uploading {len(operations)} file(s) to HuggingFace...")
-            if not upload_to_hf(api, existing_pr, operations):
-                any_failures = True
-        else:
-            print("No files to upload.")
+        print("\nUploading data directory to HuggingFace (only changed files will be uploaded)...")
+        if not upload_to_hf(api, existing_pr):
+            any_failures = True
     elif not has_results:
         print("\nNo adapters ran — nothing to upload.")
 

From 9c84a926990bcafabbca2146ec805cb63c1d5db4 Mon Sep 17 00:00:00 2001
From: DeepLumiere <dudecomputerscience@gmail.com>
Date: Wed, 8 Jul 2026 19:21:05 +0530
Subject: [PATCH 41/44] Upgrade to run_adapters.py

---
 utils/scripts/run_adapters.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/utils/scripts/run_adapters.py b/utils/scripts/run_adapters.py
index 49fad9097..cf0d277f1 100644
--- a/utils/scripts/run_adapters.py
+++ b/utils/scripts/run_adapters.py
@@ -389,7 +389,7 @@ def find_existing_pr(api: HfApi) -> Any | None:
             d
             for d in discussions
             if getattr(d, "is_pull_request", False)
-            and d.status == "open"
+            and d.status in ("open", "draft")
             and (d.author == current_user if current_user else True)
         ]
         return max(open_prs, key=lambda x: x.num) if open_prs else None

From 5089eae86767951ba76d4634e55b086fe773078a Mon Sep 17 00:00:00 2001
From: Deep Joshi <24bce152@nirmauni.ac.in>
Date: Wed, 8 Jul 2026 19:22:28 +0530
Subject: [PATCH 42/44] Increased limits

---
 utils/scripts/run_adapters.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/utils/scripts/run_adapters.py b/utils/scripts/run_adapters.py
index cf0d277f1..ce70c4dd9 100644
--- a/utils/scripts/run_adapters.py
+++ b/utils/scripts/run_adapters.py
@@ -39,8 +39,8 @@
 
 # Adapters exceeding these thresholds are classified as "heavy" and only run
 # during the monthly window (first 7 days) or when their source is stale.
-HEAVY_TIME_S = 60
-HEAVY_SIZE_MB = 50
+HEAVY_TIME_S = 900
+HEAVY_SIZE_MB = 250
 
 
 # ── File & Network Utilities ─────────────────────────────────────────────────
@@ -755,4 +755,4 @@ def main() -> int:
 
 
 if __name__ == "__main__":
-    sys.exit(main())
\ No newline at end of file
+    sys.exit(main())

From a06ab079d71eea2639b944f47e39c6fd908d5d73 Mon Sep 17 00:00:00 2001
From: DeepLumiere <dudecomputerscience@gmail.com>
Date: Thu, 9 Jul 2026 18:02:30 +0530
Subject: [PATCH 43/44] Upgrade to run_adapters.py

---
 utils/scripts/run_adapters.py | 114 +++++++++++++++++++++++++---------
 1 file changed, 83 insertions(+), 31 deletions(-)

diff --git a/utils/scripts/run_adapters.py b/utils/scripts/run_adapters.py
index cf0d277f1..1a194474d 100644
--- a/utils/scripts/run_adapters.py
+++ b/utils/scripts/run_adapters.py
@@ -94,21 +94,45 @@ def download_file(url: str, output: Path) -> None:
 
 
 def check_url_headers(url: str | None) -> dict[str, str | None]:
-    """Fetch HTTP HEAD headers from a URL to detect source-data changes."""
+    """Fetch HTTP HEAD headers from a URL to detect source-data changes.
+    Falls back to GET if HEAD is not allowed, and injects known API keys.
+    """
     if not url:
         return {}
-    try:
-        headers = {"User-Agent": "every-eval-ever adapter runner"}
-        req = urllib.request.Request(url, method="HEAD", headers=headers)
+
+    headers = {"User-Agent": "every-eval-ever adapter runner"}
+
+    if "artificialanalysis.ai" in url and os.environ.get("ARTIFICIAL_ANALYSIS_API_KEY"):
+        headers["x-api-key"] = os.environ.get("ARTIFICIAL_ANALYSIS_API_KEY")
+    if "llm-stats.com" in url and os.environ.get("LLM_STATS_API_KEY"):
+        headers["Authorization"] = f'Bearer {os.environ.get("LLM_STATS_API_KEY")}'
+        headers["x-api-key"] = os.environ.get("LLM_STATS_API_KEY")
+    if ("huggingface.co" in url or "hf.space" in url) and os.environ.get("HF_TOKEN"):
+        headers["Authorization"] = f'Bearer {os.environ.get("HF_TOKEN")}'
+
+    def _fetch(method: str) -> dict[str, str | None]:
+        req = urllib.request.Request(url, method=method, headers=headers)
         with urllib.request.urlopen(req, timeout=10) as resp:
             return {
                 "url_etag": resp.headers.get("ETag"),
                 "url_last_modified": resp.headers.get("Last-Modified"),
                 "url_content_length": resp.headers.get("Content-Length"),
             }
+
+    try:
+        return _fetch("HEAD")
+    except urllib.error.HTTPError as e:
+        if e.code == 405:
+            try:
+                return _fetch("GET")
+            except Exception as e2:
+                print(f"Warning: GET fallback failed for {url}: {e2}")
+        else:
+            print(f"Warning: HEAD request failed for {url}: {e}")
     except Exception as e:
         print(f"Warning: HEAD request failed for {url}: {e}")
-        return {}
+
+    return {}
 
 
 def save_json(path: Path, data: Any) -> None:
@@ -126,11 +150,10 @@ def save_json(path: Path, data: Any) -> None:
 ]
 
 
-def get_assigned_day_of_week(adapter_name: str) -> int:
-    """Consistently assign an adapter to a day of the week (0-6) based on its name."""
-    # Use MD5 to get a stable integer hash
+def get_assigned_days_of_week(adapter_name: str) -> set[int]:
+    """Consistently assign an adapter to 3 days of the week (0-6) based on its name."""
     hash_val = int(hashlib.md5(adapter_name.encode('utf-8')).hexdigest(), 16)
-    return hash_val % 7
+    return {(hash_val + (i * 2)) % 7 for i in range(3)}
 
 
 def is_stale(
@@ -141,23 +164,20 @@ def is_stale(
     """Decide whether an adapter's data is stale and needs re-running.
 
     Priority order:
-    1. Assigned day of week has not arrived → not stale (deferred).
-    2. Previous run failed → stale (retry immediately on its assigned day).
+    1. Assigned days of week have not arrived → not stale (deferred).
+    2. Previous run failed → stale (retry immediately).
     3. Source HTTP headers changed → stale.
     4. New headers available that weren't previously tracked → stale.
     5. 7+ days since last *data change* → stale (fallback).
     """
-    assigned_dow = get_assigned_day_of_week(adapter)
+    assigned_dows = get_assigned_days_of_week(adapter)
     current_dow = datetime.datetime.now().weekday()  # Monday is 0, Sunday is 6
 
     stat = stats.get(adapter, {})
     last_check_ts = stat.get("last_check_ts", 0)
-    
-    # If it was already checked today, don't check again (prevents multiple runs on the assigned day)
-    # UNLESS it's a force run, but that bypasses this function.
-    # We will just rely on the assigned day of the week to distribute the runs.
-    if assigned_dow != current_dow:
-        return False, f"assigned to day {assigned_dow}, today is {current_dow}"
+
+    if current_dow not in assigned_dows:
+        return False, f"assigned to days {sorted(list(assigned_dows))}, today is {current_dow}"
 
     if stat.get("last_failed"):
         return True, "last run failed"
@@ -174,6 +194,10 @@ def is_stale(
                 has_new_header = True
         if has_new_header:
             return True, "new header available"
+    else:
+        # If we failed to get headers (e.g. 405, 401, 404, or no URL)
+        # we can't reliably know if it's stale, so default to running.
+        return True, "headers unavailable"
 
     # Fallback: time since last data change (or last success if never tracked).
     last_change = stat.get(
@@ -236,7 +260,7 @@ def discover_adapters(stats: dict) -> list[dict]:
 # ── Duplicate Detection ─────────────────────────────────────────────────────
 
 
-def compute_data_fingerprint(data_dir: Path) -> str:
+def compute_data_fingerprint(data_dir: Path, known_hashes: set[str] | None = None) -> tuple[str, list[str]]:
     """Compute a stable fingerprint for all JSON outputs in a directory.
 
     Uses ``normalized_hash`` from ``check_duplicate_entries`` which strips
@@ -244,23 +268,36 @@ def compute_data_fingerprint(data_dir: Path) -> str:
     before hashing.  This means identical evaluation data always produces
     the same fingerprint regardless of when it was scraped.
 
-    Returns an empty string when the directory contains no JSON files.
+    Additionally, deletes any duplicate JSON files found within the directory
+    (or matching `known_hashes`) to ensure the datastore only receives NEW entries.
+
+    Returns (fingerprint, new_hashes_list).
     """
+    if known_hashes is None:
+        known_hashes = set()
+    
     file_hashes: list[str] = []
+    seen_hashes: set[str] = set(known_hashes)
     for json_file in sorted(data_dir.rglob("*.json")):
         try:
             with open(json_file, "r", encoding="utf-8") as f:
                 payload = json.load(f)
-            file_hashes.append(normalized_hash(payload))
+            h = normalized_hash(payload)
+            if h in seen_hashes:
+                print(f"  Warning: Deleting repetitive entry {json_file.name}")
+                json_file.unlink()
+                continue
+            seen_hashes.add(h)
+            file_hashes.append(h)
         except (json.JSONDecodeError, OSError) as e:
             print(f"  Warning: Could not hash {json_file.name}: {e}")
             continue
 
     if not file_hashes:
-        return ""
+        return "", []
 
     combined = "\n".join(sorted(file_hashes))
-    return hashlib.sha256(combined.encode("utf-8")).hexdigest()
+    return hashlib.sha256(combined.encode("utf-8")).hexdigest(), file_hashes
 
 
 # ── Adapter Execution ────────────────────────────────────────────────────────
@@ -546,14 +583,24 @@ def process_adapter(
             }
 
         # ── Duplicate detection ──────────────────────────────────────────
-        fingerprint = compute_data_fingerprint(adapter_data_dir)
+        known_hashes = set(stat.get("entry_hashes", []))
+        fingerprint, new_hashes = compute_data_fingerprint(adapter_data_dir, known_hashes)
+        
+        # If we have no entry_hashes yet but we DO have a data_fingerprint,
+        # we are migrating. To avoid duplicating everything, we can just treat
+        # the current local output as "known" if the fingerprint matches perfectly.
         stored_fingerprint = stat.get("data_fingerprint", "")
-        data_changed = fingerprint != stored_fingerprint
+        if not known_hashes and stored_fingerprint and fingerprint == stored_fingerprint:
+            data_changed = False
+            # Backfill the entry_hashes so we know them for next time!
+            stat["entry_hashes"] = new_hashes
+        else:
+            data_changed = bool(new_hashes)
 
         if data_changed:
-            print(f"[{adapter}] New data detected (fingerprint changed)")
+            print(f"[{adapter}] New data detected ({len(new_hashes)} new entries)")
         else:
-            print(f"[{adapter}] Data unchanged (same fingerprint as existing). Discarding outputs.")
+            print(f"[{adapter}] Data unchanged (all entries already known). Discarding outputs.")
             shutil.rmtree(adapter_data_dir)
 
         # ── Update stats ─────────────────────────────────────────────────
@@ -567,6 +614,7 @@ def process_adapter(
         }
         if data_changed:
             update["last_data_change_ts"] = time.time()
+            update["entry_hashes"] = list(known_hashes.union(new_hashes))
 
         # Persist source headers for future staleness comparisons.
         for key, value in info["headers"].items():
@@ -738,13 +786,17 @@ def main() -> int:
     save_json(REPORT_FILE, report)
 
     # ── Upload ───────────────────────────────────────────────────────────
-    has_results = bool(report["adapters"])
-    if not args.dry_run and has_results:
+    has_new_data = any(
+        entry.get("data_changed", False)
+        for entry in report["adapters"].values()
+        if isinstance(entry, dict)
+    )
+    if not args.dry_run and has_new_data:
         print("\nUploading data directory to HuggingFace (only changed files will be uploaded)...")
         if not upload_to_hf(api, existing_pr):
             any_failures = True
-    elif not has_results:
-        print("\nNo adapters ran — nothing to upload.")
+    elif not has_new_data:
+        print("\nNo new data to upload. Skipping HuggingFace PR creation.")
 
     if any_failures:
         print("\nFinished with failures.")

From cf36ec8a75e4fc5f84e5f0fcbcfa4fa74a9c44bf Mon Sep 17 00:00:00 2001
From: Deep Joshi <24bce152@nirmauni.ac.in>
Date: Fri, 10 Jul 2026 16:43:01 +0530
Subject: [PATCH 44/44] Added Mercor See Crate

---
 .github/workflows/adapter_cron.yml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.github/workflows/adapter_cron.yml b/.github/workflows/adapter_cron.yml
index c4c4deb12..d3c0d674c 100644
--- a/.github/workflows/adapter_cron.yml
+++ b/.github/workflows/adapter_cron.yml
@@ -37,6 +37,7 @@ jobs:
         env:
           HF_TOKEN: ${{ secrets.HF_TOKEN }}
           OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
+          MERCOR_EVAL_API_EVALEVAL_KEY: ${{ secrets.MERCOR_EVAL_API_EVALEVAL_KEY }}
           ARTIFICIAL_ANALYSIS_API_KEY: ${{ secrets.ARTIFICIAL_ANALYSIS_API_KEY }}
           KAGGLE_USERNAME: ${{ secrets.KAGGLE_USERNAME }}
           KAGGLE_KEY: ${{ secrets.KAGGLE_KEY }}