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+oid sha256:cd88a5adb39f987fb5a789d11f0e84f08c72aa46130ef53b8b598850efe3ecc2
+size 432
diff --git a/is_model_on_hub_cache/joblib/src/submission/check_validity/is_model_on_hub/ffbc97266237c0c581bb8ddecdf6933c/metadata.json b/is_model_on_hub_cache/joblib/src/submission/check_validity/is_model_on_hub/ffbc97266237c0c581bb8ddecdf6933c/metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..533f2683b99f43d3322f9f5fe712b961c48a2a3d
--- /dev/null
+++ b/is_model_on_hub_cache/joblib/src/submission/check_validity/is_model_on_hub/ffbc97266237c0c581bb8ddecdf6933c/metadata.json
@@ -0,0 +1 @@
+{"duration": 0.00023221969604492188, "input_args": {"model_name": "'speakleash/mistral_7B-v2/spkl-only_sft_v2/e1_base/spkl-only_7e6-e2_04382c38'", "revision": "'main'", "token": "None", "trust_remote_code": "True", "test_tokenizer": "False"}, "time": 1722432789.319834}
\ No newline at end of file
diff --git a/is_model_on_hub_cache/joblib/src/submission/check_validity/is_model_on_hub/ffbc97266237c0c581bb8ddecdf6933c/output.pkl b/is_model_on_hub_cache/joblib/src/submission/check_validity/is_model_on_hub/ffbc97266237c0c581bb8ddecdf6933c/output.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..9495734ef28467097edd5a1ea160b9b037e45971
--- /dev/null
+++ b/is_model_on_hub_cache/joblib/src/submission/check_validity/is_model_on_hub/ffbc97266237c0c581bb8ddecdf6933c/output.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:679917e6fe5553d6b9c91eae2d9795336d83415f940046b1355479c2e3d9d228
+size 446
diff --git a/is_model_on_hub_cache/joblib/src/submission/check_validity/is_model_on_hub/func_code.py b/is_model_on_hub_cache/joblib/src/submission/check_validity/is_model_on_hub/func_code.py
new file mode 100644
index 0000000000000000000000000000000000000000..c92b865f841ae122080a77233811707a5e7b8d37
--- /dev/null
+++ b/is_model_on_hub_cache/joblib/src/submission/check_validity/is_model_on_hub/func_code.py
@@ -0,0 +1,39 @@
+# first line: 37
+@memory.cache
+def is_model_on_hub(model_name: str, revision: str, token: str = None, trust_remote_code=False, test_tokenizer=False) -> tuple[bool, str]:
+    if 'gwint' in model_name:
+        return False, "is not allowed to be submitted to the leaderboard.", None
+    try:
+        config = AutoConfig.from_pretrained(model_name, revision=revision, trust_remote_code=trust_remote_code, token=token)
+        if test_tokenizer:
+            try:
+                tk = AutoTokenizer.from_pretrained(model_name, revision=revision, trust_remote_code=trust_remote_code, token=token)
+            except ValueError as e:
+                return (
+                    False,
+                    f"uses a tokenizer which is not in a transformers release: {e}",
+                    None
+                )
+            except Exception as e:
+                return (False, "'s tokenizer cannot be loaded. Is your tokenizer class in a stable transformers release, and correctly configured?", None)
+        return True, None, config
+
+    except ValueError:
+        return (
+            False,
+            "needs to be launched with `trust_remote_code=True`. For safety reason, we do not allow these models to be automatically submitted to the leaderboard.",
+            None
+        )
+
+    except OSError as e:
+        if "You are trying to access a gated repo." in str(e) or "We couldn't connect to 'https://huggingface.co' to load this file" in str(e):
+            return True, None, None
+        return False, f"raised an OSError: {e}", None
+
+    except KeyError as e: # old transformers library, don't know new architecture of a model
+        return True, None, None
+
+    except Exception as e:
+        print(model_name)
+        print(e)
+        return False, f"was not found on hub! {e}", None
diff --git a/requirements.txt b/requirements.txt
index 86c63a3fa368ccbb3713d74c3edfd8a8ca3dbd48..33c1e2c640070a14109389f2d4d4907e84a7d460 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -11,8 +11,6 @@ pandas==2.0.0
 python-dateutil==2.8.2
 requests==2.28.2
 tqdm==4.65.0
-transformers==4.35.2
-tokenizers>=0.15.0
+transformers[cpu]==4.35.2
 git+https://github.com/EleutherAI/lm-evaluation-harness.git@b281b0921b636bc36ad05c0b0b0763bd6dd43463#egg=lm-eval
-accelerate==0.24.1
-sentencepiece
\ No newline at end of file
+joblib
\ No newline at end of file
diff --git a/src/submission/check_validity.py b/src/submission/check_validity.py
index eca23e45c65b6f82cc8874f7df750c756fa0de06..5142ba56dd3d203fe123d7175cdd08db69c7344d 100644
--- a/src/submission/check_validity.py
+++ b/src/submission/check_validity.py
@@ -31,6 +31,10 @@ def check_model_card(repo_id: str) -> tuple[bool, str]:
 
     return True, ""
 
+from joblib import Memory
+memory = Memory('is_model_on_hub_cache', verbose=0)
+
+@memory.cache
 def is_model_on_hub(model_name: str, revision: str, token: str = None, trust_remote_code=False, test_tokenizer=False) -> tuple[bool, str]:
     if 'gwint' in model_name:
         return False, "is not allowed to be submitted to the leaderboard.", None