Fix error when hybrid detector models are not loaded
Correctly check if the hybrid detector models are loaded by verifying the presence of `isolation_forest` instead of a non-existent `is_trained` attribute in `python_ml/main.py`. Replit-Commit-Author: Agent Replit-Commit-Session-Id: 7a657272-55ba-4a79-9a2e-f1ed9bc7a528 Replit-Commit-Checkpoint-Type: full_checkpoint Replit-Commit-Event-Id: c8073c39-409d-45f4-a3e8-e48ce4d71e32 Replit-Commit-Screenshot-Url: https://storage.googleapis.com/screenshot-production-us-central1/449cf7c4-c97a-45ae-8234-e5c5b8d6a84f/7a657272-55ba-4a79-9a2e-f1ed9bc7a528/RJGlbTt
This commit is contained in:
marco370
parent
a7f55b68d7
commit
5feb691122
4
.replit
4
.replit
@ -14,6 +14,10 @@ run = ["npm", "run", "start"]
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localPort = 5000
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externalPort = 80
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[[ports]]
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localPort = 37811
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externalPort = 3001
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[[ports]]
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localPort = 41303
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externalPort = 3002
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@ -1,316 +0,0 @@
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--
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-- PostgreSQL database dump
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--
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\restrict UITgYlDbn3FDig178InOifbbQhEG07ZXvVH8zocALMJzCXxRMUhf6alhjmVCnYn
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-- Dumped from database version 16.9 (415ebe8)
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-- Dumped by pg_dump version 16.10
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SET statement_timeout = 0;
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SET lock_timeout = 0;
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SET idle_in_transaction_session_timeout = 0;
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SET client_encoding = 'UTF8';
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SET standard_conforming_strings = on;
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SELECT pg_catalog.set_config('search_path', '', false);
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SET check_function_bodies = false;
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SET xmloption = content;
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SET client_min_messages = warning;
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SET row_security = off;
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SET default_tablespace = '';
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SET default_table_access_method = heap;
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--
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-- Name: detections; Type: TABLE; Schema: public; Owner: -
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--
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CREATE TABLE public.detections (
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id character varying DEFAULT gen_random_uuid() NOT NULL,
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source_ip text NOT NULL,
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risk_score numeric(5,2) NOT NULL,
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confidence numeric(5,2) NOT NULL,
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anomaly_type text NOT NULL,
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reason text,
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log_count integer NOT NULL,
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first_seen timestamp without time zone NOT NULL,
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last_seen timestamp without time zone NOT NULL,
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blocked boolean DEFAULT false NOT NULL,
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blocked_at timestamp without time zone,
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detected_at timestamp without time zone DEFAULT now() NOT NULL,
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country text,
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country_code text,
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city text,
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organization text,
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as_number text,
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as_name text,
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isp text
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);
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--
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-- Name: network_analytics; Type: TABLE; Schema: public; Owner: -
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--
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CREATE TABLE public.network_analytics (
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id character varying DEFAULT gen_random_uuid() NOT NULL,
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date timestamp without time zone NOT NULL,
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hour integer,
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total_packets integer DEFAULT 0 NOT NULL,
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total_bytes bigint DEFAULT 0 NOT NULL,
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unique_ips integer DEFAULT 0 NOT NULL,
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normal_packets integer DEFAULT 0 NOT NULL,
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normal_bytes bigint DEFAULT 0 NOT NULL,
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normal_unique_ips integer DEFAULT 0 NOT NULL,
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top_normal_ips text,
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attack_packets integer DEFAULT 0 NOT NULL,
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attack_bytes bigint DEFAULT 0 NOT NULL,
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attack_unique_ips integer DEFAULT 0 NOT NULL,
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attacks_by_country text,
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attacks_by_type text,
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top_attackers text,
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traffic_by_country text,
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created_at timestamp without time zone DEFAULT now() NOT NULL
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);
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--
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-- Name: network_logs; Type: TABLE; Schema: public; Owner: -
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--
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CREATE TABLE public.network_logs (
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id character varying DEFAULT gen_random_uuid() NOT NULL,
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router_id character varying NOT NULL,
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"timestamp" timestamp without time zone NOT NULL,
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source_ip text NOT NULL,
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destination_ip text,
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source_port integer,
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destination_port integer,
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protocol text,
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action text,
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bytes integer,
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packets integer,
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logged_at timestamp without time zone DEFAULT now() NOT NULL,
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router_name text DEFAULT 'unknown'::text NOT NULL
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);
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--
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-- Name: routers; Type: TABLE; Schema: public; Owner: -
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--
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CREATE TABLE public.routers (
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id character varying DEFAULT gen_random_uuid() NOT NULL,
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name text NOT NULL,
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ip_address text NOT NULL,
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api_port integer DEFAULT 8728 NOT NULL,
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username text NOT NULL,
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password text NOT NULL,
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enabled boolean DEFAULT true NOT NULL,
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last_sync timestamp without time zone,
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created_at timestamp without time zone DEFAULT now() NOT NULL
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);
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--
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-- Name: schema_version; Type: TABLE; Schema: public; Owner: -
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--
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CREATE TABLE public.schema_version (
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id integer DEFAULT 1 NOT NULL,
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version integer DEFAULT 0 NOT NULL,
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applied_at timestamp without time zone DEFAULT now() NOT NULL,
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description text
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);
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--
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-- Name: training_history; Type: TABLE; Schema: public; Owner: -
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--
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CREATE TABLE public.training_history (
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id character varying DEFAULT gen_random_uuid() NOT NULL,
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model_version text NOT NULL,
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records_processed integer NOT NULL,
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features_count integer NOT NULL,
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accuracy numeric(5,2),
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training_duration integer,
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status text NOT NULL,
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notes text,
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trained_at timestamp without time zone DEFAULT now() NOT NULL
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);
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--
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-- Name: whitelist; Type: TABLE; Schema: public; Owner: -
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--
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CREATE TABLE public.whitelist (
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id character varying DEFAULT gen_random_uuid() NOT NULL,
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ip_address text NOT NULL,
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comment text,
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reason text,
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created_by text,
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active boolean DEFAULT true NOT NULL,
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created_at timestamp without time zone DEFAULT now() NOT NULL
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);
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--
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-- Name: detections detections_pkey; Type: CONSTRAINT; Schema: public; Owner: -
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--
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ALTER TABLE ONLY public.detections
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ADD CONSTRAINT detections_pkey PRIMARY KEY (id);
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--
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-- Name: network_analytics network_analytics_date_hour_key; Type: CONSTRAINT; Schema: public; Owner: -
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--
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ALTER TABLE ONLY public.network_analytics
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ADD CONSTRAINT network_analytics_date_hour_key UNIQUE (date, hour);
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--
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-- Name: network_analytics network_analytics_pkey; Type: CONSTRAINT; Schema: public; Owner: -
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--
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ALTER TABLE ONLY public.network_analytics
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ADD CONSTRAINT network_analytics_pkey PRIMARY KEY (id);
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--
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-- Name: network_logs network_logs_pkey; Type: CONSTRAINT; Schema: public; Owner: -
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--
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ALTER TABLE ONLY public.network_logs
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ADD CONSTRAINT network_logs_pkey PRIMARY KEY (id);
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--
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-- Name: routers routers_ip_address_unique; Type: CONSTRAINT; Schema: public; Owner: -
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--
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ALTER TABLE ONLY public.routers
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ADD CONSTRAINT routers_ip_address_unique UNIQUE (ip_address);
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--
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-- Name: routers routers_pkey; Type: CONSTRAINT; Schema: public; Owner: -
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--
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ALTER TABLE ONLY public.routers
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ADD CONSTRAINT routers_pkey PRIMARY KEY (id);
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--
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-- Name: schema_version schema_version_pkey; Type: CONSTRAINT; Schema: public; Owner: -
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--
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ALTER TABLE ONLY public.schema_version
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ADD CONSTRAINT schema_version_pkey PRIMARY KEY (id);
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--
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-- Name: training_history training_history_pkey; Type: CONSTRAINT; Schema: public; Owner: -
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--
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ALTER TABLE ONLY public.training_history
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ADD CONSTRAINT training_history_pkey PRIMARY KEY (id);
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--
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-- Name: whitelist whitelist_ip_address_unique; Type: CONSTRAINT; Schema: public; Owner: -
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--
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ALTER TABLE ONLY public.whitelist
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ADD CONSTRAINT whitelist_ip_address_unique UNIQUE (ip_address);
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--
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-- Name: whitelist whitelist_pkey; Type: CONSTRAINT; Schema: public; Owner: -
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--
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ALTER TABLE ONLY public.whitelist
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ADD CONSTRAINT whitelist_pkey PRIMARY KEY (id);
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--
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-- Name: country_idx; Type: INDEX; Schema: public; Owner: -
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--
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CREATE INDEX country_idx ON public.detections USING btree (country);
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--
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-- Name: detected_at_idx; Type: INDEX; Schema: public; Owner: -
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--
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CREATE INDEX detected_at_idx ON public.detections USING btree (detected_at);
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--
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-- Name: detection_source_ip_idx; Type: INDEX; Schema: public; Owner: -
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--
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CREATE INDEX detection_source_ip_idx ON public.detections USING btree (source_ip);
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--
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-- Name: network_analytics_date_hour_idx; Type: INDEX; Schema: public; Owner: -
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--
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CREATE INDEX network_analytics_date_hour_idx ON public.network_analytics USING btree (date, hour);
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--
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-- Name: network_analytics_date_idx; Type: INDEX; Schema: public; Owner: -
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--
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CREATE INDEX network_analytics_date_idx ON public.network_analytics USING btree (date);
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--
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-- Name: risk_score_idx; Type: INDEX; Schema: public; Owner: -
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--
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CREATE INDEX risk_score_idx ON public.detections USING btree (risk_score);
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--
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-- Name: router_id_idx; Type: INDEX; Schema: public; Owner: -
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--
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CREATE INDEX router_id_idx ON public.network_logs USING btree (router_id);
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--
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-- Name: source_ip_idx; Type: INDEX; Schema: public; Owner: -
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--
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CREATE INDEX source_ip_idx ON public.network_logs USING btree (source_ip);
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--
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-- Name: timestamp_idx; Type: INDEX; Schema: public; Owner: -
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--
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CREATE INDEX timestamp_idx ON public.network_logs USING btree ("timestamp");
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--
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-- Name: network_logs network_logs_router_id_routers_id_fk; Type: FK CONSTRAINT; Schema: public; Owner: -
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--
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ALTER TABLE ONLY public.network_logs
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ADD CONSTRAINT network_logs_router_id_routers_id_fk FOREIGN KEY (router_id) REFERENCES public.routers(id);
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--
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-- PostgreSQL database dump complete
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--
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\unrestrict UITgYlDbn3FDig178InOifbbQhEG07ZXvVH8zocALMJzCXxRMUhf6alhjmVCnYn
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@ -682,7 +682,7 @@ if __name__ == "__main__":
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# Prova a caricare modello esistente
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if USE_HYBRID_DETECTOR:
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# Hybrid detector: già caricato all'inizializzazione (riga 69)
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if ml_detector and ml_detector.is_trained:
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if ml_detector and ml_detector.isolation_forest is not None:
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print("[ML] ✓ Hybrid detector models loaded and ready")
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else:
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print("[ML] ⚠ Hybrid detector initialized but no models found (will train on-demand)")
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